{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 710,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import sys\n",
    "from bs4 import BeautifulSoup\n",
    "from tqdm import tqdm\n",
    "#大数据读取  1亿条数据 240秒\n",
    "import pandas as pd\n",
    "#科学计算的库\n",
    "import numpy as np\n",
    "#可视化 画图 http://blog.csdn.net/cfyzcc/article/details/51863939\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "#导入结巴分词库(分词) http://blog.csdn.net/sanqima/article/details/50965439\n",
    "import jieba as jb \n",
    "#导入结巴分词(关键词提取) \n",
    "import jieba.analyse\n",
    "from wordcloud import WordCloud\n",
    "from matplotlib.font_manager import FontManager, FontProperties  \n",
    "import PIL\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 711,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 712,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "comment_urls = ['https://club.jd.com/comment/productPageComments.action?productId=251837&score=0&sortType=6&page=%d&pageSize=10' % (i) for i in range(100)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 713,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#由于网站禁止爬虫，可以在请求加上头信息，伪装成浏览器访问.\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 714,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def getChineseFont():  \n",
    "    return FontProperties(fname='/System/Library/Fonts/PingFang.ttc')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 715,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_page(url):\n",
    "    try:\n",
    "        r = requests.get(url, headers=headers)\n",
    "        r.raise_for_status\n",
    "        return r.json()\n",
    "    except:\n",
    "        print(url)\n",
    "        return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 716,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:27<00:00,  3.80it/s]\n"
     ]
    }
   ],
   "source": [
    "comments = []\n",
    "for url in tqdm(comment_urls):\n",
    "    data = get_page(url)\n",
    "    try:\n",
    "        comments += data['comments']\n",
    "    except:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 717,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "999"
      ]
     },
     "execution_count": 717,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 718,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nickname = [comment['nickname'] for comment in comments]\n",
    "content = [comment['content'] for comment in comments]\n",
    "productColor = [comment['productColor'] for comment in comments]\n",
    "referenceName = [comment['referenceName'] for comment in comments]\n",
    "creationTime = [comment['creationTime'] for comment in comments]\n",
    "days = [comment['days'] for comment in comments]\n",
    "referenceTime = [comment['referenceTime'] for comment in comments]\n",
    "score = [comment['score'] for comment in comments]\n",
    "replyCount = [comment['replyCount'] for comment in comments]\n",
    "usefulVoteCount = [comment['usefulVoteCount'] for comment in comments]\n",
    "uselessVoteCount = [comment['uselessVoteCount'] for comment in comments]\n",
    "isMobile = [comment['isMobile'] for comment in comments]\n",
    "userClient = [comment['userClient'] for comment in comments]\n",
    "userClientShow = [comment['userClientShow'] for comment in comments]\n",
    "userLevelName = [comment['userLevelName'] for comment in comments]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 719,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "table=pd.DataFrame({'productColor':productColor,\n",
    "                    'referenceName':referenceName,\n",
    "                    'creationTime':creationTime,\n",
    "                    'referenceTime':referenceTime,\n",
    "                    'days':days,\n",
    "                    'nickname':nickname,\n",
    "                    'content':content,\n",
    "                    'productColor':productColor,\n",
    "                    'isMobile':isMobile,\n",
    "                    'userClient':userClient,\n",
    "                    'userClientShow':userClientShow,\n",
    "                    'userLevelName':userLevelName,\n",
    "                    'replyCount':replyCount,\n",
    "                    'usefulVoteCount':usefulVoteCount,\n",
    "                    'uselessVoteCount':uselessVoteCount,\n",
    "                    'score':score})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 720,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>creationTime</th>\n",
       "      <th>days</th>\n",
       "      <th>isMobile</th>\n",
       "      <th>nickname</th>\n",
       "      <th>productColor</th>\n",
       "      <th>referenceName</th>\n",
       "      <th>referenceTime</th>\n",
       "      <th>replyCount</th>\n",
       "      <th>score</th>\n",
       "      <th>usefulVoteCount</th>\n",
       "      <th>uselessVoteCount</th>\n",
       "      <th>userClient</th>\n",
       "      <th>userClientShow</th>\n",
       "      <th>userLevelName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>好。。。。。。。。。。。。</td>\n",
       "      <td>2017-09-12 18:10:10</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>j***2</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-10 17:59:34</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>速度快，竟然不是一个分7的。</td>\n",
       "      <td>2017-09-12 18:08:09</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>j***l</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 21:35:40</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>看看还行，就是价格还是贵了一点。</td>\n",
       "      <td>2017-09-12 18:05:58</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>C***平</td>\n",
       "      <td>白色条盒装 53度 50ml*5瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-10 07:53:46</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>很好，包装也不错，没有出现洒酒的现象，希望年底不用抢</td>\n",
       "      <td>2017-09-12 18:01:45</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>l***i</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 00:00:19</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>京东一定真的吗？感觉～～～～～</td>\n",
       "      <td>2017-09-12 17:56:07</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>t***7</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 12:59:56</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>国酒啊，终于抢购到了，相信京东是正品，还舍不得马上喝，因为喝了再难买到了，京东物流真快，不用...</td>\n",
       "      <td>2017-09-12 17:54:50</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>p***2</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 20:25:45</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>有验酒器，检验了，不过不知道怎么看黑点，看了几次没看到。</td>\n",
       "      <td>2017-09-12 17:54:02</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***y</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 00:00:07</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>机会难得，好不容易抢到一瓶，留着收藏。</td>\n",
       "      <td>2017-09-12 17:53:36</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>叶***根</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 00:00:07</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>很好，验证了是真货，相信京东自营，放几年再喝！！！！！</td>\n",
       "      <td>2017-09-12 17:52:08</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>清***8</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 08:35:06</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>快递速度快的简直不了想象，凌晨订单，下午就收到，超赞！</td>\n",
       "      <td>2017-09-12 17:45:06</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>l***9</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 00:00:12</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>为什么用国酒茅台防伪系统检测不到的？50ml*5瓶都检测不到的。真茅台不是都能检测的吗？求解...</td>\n",
       "      <td>2017-09-12 17:44:21</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>j***p</td>\n",
       "      <td>金色条盒装 53度 50ml*5瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 13:07:32</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>来自微信购物</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>又抢了一瓶凑成了两瓶。现在茅台酒厂投放市场量大了怎么还是这么难买。</td>\n",
       "      <td>2017-09-12 17:43:47</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***r</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 00:10:59</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>终于抢到一瓶，这年头也就它还需要抢了?</td>\n",
       "      <td>2017-09-12 17:42:16</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>j***n</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 18:20:14</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台</td>\n",
       "      <td>2017-09-12 17:39:29</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>胖***8</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 18:52:41</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>一个非常不错的选择！！</td>\n",
       "      <td>2017-09-12 17:36:18</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>在***上</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 23:07:45</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>京东就是给力，昨天下的单今天一早上就到啦</td>\n",
       "      <td>2017-09-12 17:32:34</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>飞***术</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 16:17:54</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>包装完好，会继续购买</td>\n",
       "      <td>2017-09-12 17:32:31</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***r</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 18:25:35</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>没有袋子，不高兴！怎么送人呢！</td>\n",
       "      <td>2017-09-12 17:27:48</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***d</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 11:20:50</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>给个好评吧，</td>\n",
       "      <td>2017-09-12 17:15:37</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>y***8</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 11:35:11</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>外观符合百度验证标准，但不懂瓶盖喷码为何不一样的字体</td>\n",
       "      <td>2017-09-12 17:12:44</td>\n",
       "      <td>13</td>\n",
       "      <td>True</td>\n",
       "      <td>j***e</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-08-30 15:30:06</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>酒已经收到，还没有喝！</td>\n",
       "      <td>2017-09-12 17:11:20</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>军***州</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 10:01:25</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>国酒，好好。</td>\n",
       "      <td>2017-09-12 17:10:59</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>星***技</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 09:50:25</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>挺好的。留着慢慢享用。哈哈哈</td>\n",
       "      <td>2017-09-12 17:09:08</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>徐***9</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-10 15:19:46</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>又好又快，选择京东没错的。唯一遗憾的是抢不到整箱的</td>\n",
       "      <td>2017-09-12 17:06:48</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>l***3</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 07:48:08</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>感觉不错，外观很好，无法品尝。</td>\n",
       "      <td>2017-09-12 17:05:54</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>j***l</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 15:12:11</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>京东速度绝对第一，昨天夜里抢到下单，今天上午就收到了！至于酒包装有点旧，不过不重要，只要酒是...</td>\n",
       "      <td>2017-09-12 17:01:38</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>孔***8</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 20:24:33</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>铜牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>物流很快，包装完善，还未品尝</td>\n",
       "      <td>2017-09-12 16:58:08</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>w***n</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 15:01:06</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>上午下单，下午就到了，看样子是真的</td>\n",
       "      <td>2017-09-12 16:51:10</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>j***9</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-12 10:35:18</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>质量不错，包装很好，发货也快</td>\n",
       "      <td>2017-09-12 16:47:39</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>s***o</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-11 17:11:43</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>企业会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>送货及时，包装完好无损!商品品质保证!</td>\n",
       "      <td>2017-09-12 16:46:30</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***q</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-09-09 09:07:39</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>正品，送货快，经常购买了，购买了好几次了，非常实惠，价格也不高，很不错！</td>\n",
       "      <td>2017-02-22 11:03:07</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>冉***物</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-19 08:48:27</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>真的，绝对是真的。和我在茅台酒厂喝的60年陈酿一个味儿！各位请放心购买</td>\n",
       "      <td>2017-02-22 10:32:00</td>\n",
       "      <td>68</td>\n",
       "      <td>False</td>\n",
       "      <td>飒***枪</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-16 07:12:44</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>信赖京东，才从京东买。</td>\n",
       "      <td>2017-02-22 10:23:03</td>\n",
       "      <td>50</td>\n",
       "      <td>False</td>\n",
       "      <td>冲***尚</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-03 17:13:57</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>好好享受你给的我好吗。我不是不要我怎么这么不靠谱。你在哪里？你是不是很</td>\n",
       "      <td>2017-02-22 09:57:03</td>\n",
       "      <td>60</td>\n",
       "      <td>True</td>\n",
       "      <td>j***1</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-24 02:34:35</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>期待下次的</td>\n",
       "      <td>2017-02-22 09:31:24</td>\n",
       "      <td>84</td>\n",
       "      <td>False</td>\n",
       "      <td>j***q</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-11-30 10:04:12</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>来自微信购物</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>酒是正品，送货快，好！</td>\n",
       "      <td>2017-02-22 09:28:13</td>\n",
       "      <td>82</td>\n",
       "      <td>True</td>\n",
       "      <td>zlzhlove</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-02 14:53:35</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>送丈人的礼物，丈人还是很高兴的</td>\n",
       "      <td>2017-02-22 09:03:01</td>\n",
       "      <td>34</td>\n",
       "      <td>True</td>\n",
       "      <td>q***6</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-19 10:41:38</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>我是唯一一张呀人做最人做最肉网是在真是</td>\n",
       "      <td>2017-02-22 02:42:25</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>1***p</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-19 12:07:41</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>哈哈哈哈或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或...</td>\n",
       "      <td>2017-02-22 01:01:00</td>\n",
       "      <td>31</td>\n",
       "      <td>False</td>\n",
       "      <td>黑***衩</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-22 22:13:08</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>国酒茅台，品质生活</td>\n",
       "      <td>2017-02-22 00:55:05</td>\n",
       "      <td>57</td>\n",
       "      <td>True</td>\n",
       "      <td>宓***泽</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-27 13:54:55</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>物流速度很快，酒不错</td>\n",
       "      <td>2017-02-21 22:27:47</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>y***c</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-16 22:22:22</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>来自微信购物</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>品优质好，送达快捷。</td>\n",
       "      <td>2017-02-21 21:27:54</td>\n",
       "      <td>39</td>\n",
       "      <td>True</td>\n",
       "      <td>w***5</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-13 13:24:47</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>来自京东iPad客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>很喜欢，特别好，送货非常快，以后还会买，京东靠谱</td>\n",
       "      <td>2017-02-21 21:19:32</td>\n",
       "      <td>59</td>\n",
       "      <td>True</td>\n",
       "      <td>j***e</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-24 10:06:45</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>多次购买了，品质没问题，价格涨了</td>\n",
       "      <td>2017-02-21 21:10:46</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>w***9</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-20 19:17:17</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>买来送人的，自己还没喝，不确定，价格炒的太高了</td>\n",
       "      <td>2017-02-21 20:26:15</td>\n",
       "      <td>34</td>\n",
       "      <td>True</td>\n",
       "      <td>A***1</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-18 08:55:49</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>不错，真品</td>\n",
       "      <td>2017-02-21 19:31:28</td>\n",
       "      <td>66</td>\n",
       "      <td>True</td>\n",
       "      <td>车***8</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-17 12:42:14</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>好</td>\n",
       "      <td>2017-02-21 19:07:32</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>j***s</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-20 23:23:22</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>很好，很好，每年都从京东上买</td>\n",
       "      <td>2017-02-21 18:02:36</td>\n",
       "      <td>38</td>\n",
       "      <td>True</td>\n",
       "      <td>朱***东</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-14 16:08:09</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>很不错、vvvvvvvvvv</td>\n",
       "      <td>2017-02-21 17:30:46</td>\n",
       "      <td>35</td>\n",
       "      <td>True</td>\n",
       "      <td>l2012zi</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-17 19:14:19</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>货真价实，满意的一次购买</td>\n",
       "      <td>2017-02-21 17:12:32</td>\n",
       "      <td>63</td>\n",
       "      <td>False</td>\n",
       "      <td>j***2</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-20 16:03:47</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>很好</td>\n",
       "      <td>2017-02-21 17:02:36</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>j***u</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-18 10:13:58</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>已经多次购买了 相信京东品质  江苏老乡牛</td>\n",
       "      <td>2017-02-21 17:00:11</td>\n",
       "      <td>39</td>\n",
       "      <td>True</td>\n",
       "      <td>y***n</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-13 09:16:44</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>酒买来送人了，还没听到反馈意见。京东自营的商品应该值得信赖</td>\n",
       "      <td>2017-02-21 15:58:35</td>\n",
       "      <td>34</td>\n",
       "      <td>True</td>\n",
       "      <td>y***3</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-18 11:30:52</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>速度很快，半天时间</td>\n",
       "      <td>2017-02-21 15:30:36</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>p***Y</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-02-20 18:57:59</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>来自微信购物</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>送礼自用都不错。</td>\n",
       "      <td>2017-02-21 15:17:05</td>\n",
       "      <td>36</td>\n",
       "      <td>True</td>\n",
       "      <td>w***u</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-16 11:52:33</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员[试用]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>质量很好服务好信赖的京东商城</td>\n",
       "      <td>2017-02-21 15:04:43</td>\n",
       "      <td>47</td>\n",
       "      <td>True</td>\n",
       "      <td>j***1</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-05 10:13:54</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>来自京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>茅台还是飞天好！老牌子没毛病！</td>\n",
       "      <td>2017-02-21 14:55:07</td>\n",
       "      <td>35</td>\n",
       "      <td>False</td>\n",
       "      <td>j***7</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-17 09:02:21</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>钻石会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>是正品，支持京东，现在买东西只信京东，**假货太多了，吃过很多次亏。</td>\n",
       "      <td>2017-02-21 14:44:39</td>\n",
       "      <td>77</td>\n",
       "      <td>True</td>\n",
       "      <td>q***0</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2016-12-06 03:10:26</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>每次购物都在京东  送货上门  质量保证  值得一赞！</td>\n",
       "      <td>2017-02-21 14:25:28</td>\n",
       "      <td>29</td>\n",
       "      <td>True</td>\n",
       "      <td>b***i</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-23 08:51:20</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>每次购物都在京东  送货上门  质量保证  值得一赞！</td>\n",
       "      <td>2017-02-21 14:24:06</td>\n",
       "      <td>46</td>\n",
       "      <td>True</td>\n",
       "      <td>b***i</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>2017-01-06 15:17:39</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>来自京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>999 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               content         creationTime  \\\n",
       "0                                        好。。。。。。。。。。。。  2017-09-12 18:10:10   \n",
       "1                                       速度快，竟然不是一个分7的。  2017-09-12 18:08:09   \n",
       "2                                     看看还行，就是价格还是贵了一点。  2017-09-12 18:05:58   \n",
       "3                           很好，包装也不错，没有出现洒酒的现象，希望年底不用抢  2017-09-12 18:01:45   \n",
       "4                                      京东一定真的吗？感觉～～～～～  2017-09-12 17:56:07   \n",
       "5    国酒啊，终于抢购到了，相信京东是正品，还舍不得马上喝，因为喝了再难买到了，京东物流真快，不用...  2017-09-12 17:54:50   \n",
       "6                         有验酒器，检验了，不过不知道怎么看黑点，看了几次没看到。  2017-09-12 17:54:02   \n",
       "7                                  机会难得，好不容易抢到一瓶，留着收藏。  2017-09-12 17:53:36   \n",
       "8                          很好，验证了是真货，相信京东自营，放几年再喝！！！！！  2017-09-12 17:52:08   \n",
       "9                          快递速度快的简直不了想象，凌晨订单，下午就收到，超赞！  2017-09-12 17:45:06   \n",
       "10   为什么用国酒茅台防伪系统检测不到的？50ml*5瓶都检测不到的。真茅台不是都能检测的吗？求解...  2017-09-12 17:44:21   \n",
       "11                   又抢了一瓶凑成了两瓶。现在茅台酒厂投放市场量大了怎么还是这么难买。  2017-09-12 17:43:47   \n",
       "12                                 终于抢到一瓶，这年头也就它还需要抢了?  2017-09-12 17:42:16   \n",
       "13                茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台  2017-09-12 17:39:29   \n",
       "14                                         一个非常不错的选择！！  2017-09-12 17:36:18   \n",
       "15                                京东就是给力，昨天下的单今天一早上就到啦  2017-09-12 17:32:34   \n",
       "16                                          包装完好，会继续购买  2017-09-12 17:32:31   \n",
       "17                                     没有袋子，不高兴！怎么送人呢！  2017-09-12 17:27:48   \n",
       "18                                              给个好评吧，  2017-09-12 17:15:37   \n",
       "19                          外观符合百度验证标准，但不懂瓶盖喷码为何不一样的字体  2017-09-12 17:12:44   \n",
       "20                                         酒已经收到，还没有喝！  2017-09-12 17:11:20   \n",
       "21                                              国酒，好好。  2017-09-12 17:10:59   \n",
       "22                                      挺好的。留着慢慢享用。哈哈哈  2017-09-12 17:09:08   \n",
       "23                           又好又快，选择京东没错的。唯一遗憾的是抢不到整箱的  2017-09-12 17:06:48   \n",
       "24                                     感觉不错，外观很好，无法品尝。  2017-09-12 17:05:54   \n",
       "25   京东速度绝对第一，昨天夜里抢到下单，今天上午就收到了！至于酒包装有点旧，不过不重要，只要酒是...  2017-09-12 17:01:38   \n",
       "26                                      物流很快，包装完善，还未品尝  2017-09-12 16:58:08   \n",
       "27                                   上午下单，下午就到了，看样子是真的  2017-09-12 16:51:10   \n",
       "28                                      质量不错，包装很好，发货也快  2017-09-12 16:47:39   \n",
       "29                                 送货及时，包装完好无损!商品品质保证!  2017-09-12 16:46:30   \n",
       "..                                                 ...                  ...   \n",
       "969               正品，送货快，经常购买了，购买了好几次了，非常实惠，价格也不高，很不错！  2017-02-22 11:03:07   \n",
       "970                真的，绝对是真的。和我在茅台酒厂喝的60年陈酿一个味儿！各位请放心购买  2017-02-22 10:32:00   \n",
       "971                                        信赖京东，才从京东买。  2017-02-22 10:23:03   \n",
       "972                好好享受你给的我好吗。我不是不要我怎么这么不靠谱。你在哪里？你是不是很  2017-02-22 09:57:03   \n",
       "973                                              期待下次的  2017-02-22 09:31:24   \n",
       "974                                        酒是正品，送货快，好！  2017-02-22 09:28:13   \n",
       "975                                    送丈人的礼物，丈人还是很高兴的  2017-02-22 09:03:01   \n",
       "976                                我是唯一一张呀人做最人做最肉网是在真是  2017-02-22 02:42:25   \n",
       "977  哈哈哈哈或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或...  2017-02-22 01:01:00   \n",
       "978                                          国酒茅台，品质生活  2017-02-22 00:55:05   \n",
       "979                                         物流速度很快，酒不错  2017-02-21 22:27:47   \n",
       "980                                         品优质好，送达快捷。  2017-02-21 21:27:54   \n",
       "981                           很喜欢，特别好，送货非常快，以后还会买，京东靠谱  2017-02-21 21:19:32   \n",
       "982                                   多次购买了，品质没问题，价格涨了  2017-02-21 21:10:46   \n",
       "983                            买来送人的，自己还没喝，不确定，价格炒的太高了  2017-02-21 20:26:15   \n",
       "984                                              不错，真品  2017-02-21 19:31:28   \n",
       "985                                                  好  2017-02-21 19:07:32   \n",
       "986                                     很好，很好，每年都从京东上买  2017-02-21 18:02:36   \n",
       "987                                     很不错、vvvvvvvvvv  2017-02-21 17:30:46   \n",
       "988                                       货真价实，满意的一次购买  2017-02-21 17:12:32   \n",
       "989                                                 很好  2017-02-21 17:02:36   \n",
       "990                              已经多次购买了 相信京东品质  江苏老乡牛  2017-02-21 17:00:11   \n",
       "991                      酒买来送人了，还没听到反馈意见。京东自营的商品应该值得信赖  2017-02-21 15:58:35   \n",
       "992                                          速度很快，半天时间  2017-02-21 15:30:36   \n",
       "993                                           送礼自用都不错。  2017-02-21 15:17:05   \n",
       "994                                     质量很好服务好信赖的京东商城  2017-02-21 15:04:43   \n",
       "995                                    茅台还是飞天好！老牌子没毛病！  2017-02-21 14:55:07   \n",
       "996                 是正品，支持京东，现在买东西只信京东，**假货太多了，吃过很多次亏。  2017-02-21 14:44:39   \n",
       "997                        每次购物都在京东  送货上门  质量保证  值得一赞！  2017-02-21 14:25:28   \n",
       "998                        每次购物都在京东  送货上门  质量保证  值得一赞！  2017-02-21 14:24:06   \n",
       "\n",
       "     days  isMobile  nickname       productColor  \\\n",
       "0       2      True     j***2     飞天53度 500ml 单瓶   \n",
       "1       1      True     j***l     飞天53度 500ml 单瓶   \n",
       "2       2      True     C***平  白色条盒装 53度 50ml*5瓶   \n",
       "3       3      True     l***i     飞天53度 500ml 单瓶   \n",
       "4       1      True     t***7     飞天53度 500ml 单瓶   \n",
       "5       1      True     p***2     飞天53度 500ml 单瓶   \n",
       "6       3      True     j***y     飞天53度 500ml 单瓶   \n",
       "7       3      True     叶***根     飞天53度 500ml 单瓶   \n",
       "8       3      True     清***8     飞天53度 500ml 单瓶   \n",
       "9       3      True     l***9     飞天53度 500ml 单瓶   \n",
       "10      3     False     j***p  金色条盒装 53度 50ml*5瓶   \n",
       "11      3      True     j***r     飞天53度 500ml 单瓶   \n",
       "12      1      True     j***n     飞天53度 500ml 单瓶   \n",
       "13      3      True     胖***8     飞天53度 500ml 单瓶   \n",
       "14      1      True     在***上     飞天53度 500ml 单瓶   \n",
       "15      1      True     飞***术     飞天53度 500ml 单瓶   \n",
       "16      3      True     j***r     飞天53度 500ml 单瓶   \n",
       "17      3      True     j***d     飞天53度 500ml 单瓶   \n",
       "18      1      True     y***8     飞天53度 500ml 单瓶   \n",
       "19     13      True     j***e     飞天53度 500ml 单瓶   \n",
       "20      3      True     军***州     飞天53度 500ml 单瓶   \n",
       "21      3      True     星***技     飞天53度 500ml 单瓶   \n",
       "22      2     False     徐***9     飞天53度 500ml 单瓶   \n",
       "23      3      True     l***3     飞天53度 500ml 单瓶   \n",
       "24      1     False     j***l     飞天53度 500ml 单瓶   \n",
       "25      1      True     孔***8     飞天53度 500ml 单瓶   \n",
       "26      3      True     w***n     飞天53度 500ml 单瓶   \n",
       "27      0      True     j***9     飞天53度 500ml 单瓶   \n",
       "28      1     False     s***o     飞天53度 500ml 单瓶   \n",
       "29      3      True     j***q     飞天53度 500ml 单瓶   \n",
       "..    ...       ...       ...                ...   \n",
       "969     3      True     冉***物                      \n",
       "970    68     False     飒***枪                      \n",
       "971    50     False     冲***尚                      \n",
       "972    60      True     j***1                      \n",
       "973    84     False     j***q                      \n",
       "974    82      True  zlzhlove                      \n",
       "975    34      True     q***6                      \n",
       "976     3      True     1***p                      \n",
       "977    31     False     黑***衩                      \n",
       "978    57      True     宓***泽                      \n",
       "979     5     False     y***c                      \n",
       "980    39      True     w***5                      \n",
       "981    59      True     j***e                      \n",
       "982     1      True     w***9                      \n",
       "983    34      True     A***1                      \n",
       "984    66      True     车***8                      \n",
       "985     1      True     j***s                      \n",
       "986    38      True     朱***东                      \n",
       "987    35      True   l2012zi                      \n",
       "988    63     False     j***2                      \n",
       "989     3      True     j***u                      \n",
       "990    39      True     y***n                      \n",
       "991    34      True     y***3                      \n",
       "992     1     False     p***Y                      \n",
       "993    36      True     w***u                      \n",
       "994    47      True     j***1                      \n",
       "995    35     False     j***7                      \n",
       "996    77      True     q***0                      \n",
       "997    29      True     b***i                      \n",
       "998    46      True     b***i                      \n",
       "\n",
       "                         referenceName        referenceTime  replyCount  \\\n",
       "0    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-10 17:59:34           0   \n",
       "1    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 21:35:40           0   \n",
       "2    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-10 07:53:46           0   \n",
       "3    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 00:00:19           0   \n",
       "4    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 12:59:56           0   \n",
       "5    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 20:25:45           0   \n",
       "6    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 00:00:07           0   \n",
       "7    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 00:00:07           0   \n",
       "8    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 08:35:06           0   \n",
       "9    【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 00:00:12           0   \n",
       "10   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 13:07:32           0   \n",
       "11   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 00:10:59           0   \n",
       "12   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 18:20:14           0   \n",
       "13   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 18:52:41           0   \n",
       "14   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 23:07:45           0   \n",
       "15   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 16:17:54           0   \n",
       "16   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 18:25:35           0   \n",
       "17   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 11:20:50           0   \n",
       "18   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 11:35:11           0   \n",
       "19   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-08-30 15:30:06           0   \n",
       "20   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 10:01:25           0   \n",
       "21   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 09:50:25           0   \n",
       "22   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-10 15:19:46           0   \n",
       "23   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 07:48:08           0   \n",
       "24   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 15:12:11           0   \n",
       "25   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 20:24:33           0   \n",
       "26   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 15:01:06           0   \n",
       "27   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-12 10:35:18           0   \n",
       "28   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-11 17:11:43           0   \n",
       "29   【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-09-09 09:07:39           0   \n",
       "..                                 ...                  ...         ...   \n",
       "969  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-19 08:48:27           0   \n",
       "970  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-16 07:12:44           0   \n",
       "971  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-03 17:13:57           0   \n",
       "972  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-24 02:34:35           0   \n",
       "973  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-11-30 10:04:12           0   \n",
       "974  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-02 14:53:35           0   \n",
       "975  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-19 10:41:38           0   \n",
       "976  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-19 12:07:41           0   \n",
       "977  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-22 22:13:08           0   \n",
       "978  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-27 13:54:55           0   \n",
       "979  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-16 22:22:22           0   \n",
       "980  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-13 13:24:47           0   \n",
       "981  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-24 10:06:45           0   \n",
       "982  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-20 19:17:17           1   \n",
       "983  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-18 08:55:49           0   \n",
       "984  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-17 12:42:14           0   \n",
       "985  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-20 23:23:22           0   \n",
       "986  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-14 16:08:09           0   \n",
       "987  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-17 19:14:19           0   \n",
       "988  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-20 16:03:47           0   \n",
       "989  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-18 10:13:58           0   \n",
       "990  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-13 09:16:44           0   \n",
       "991  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-18 11:30:52           0   \n",
       "992  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-02-20 18:57:59           0   \n",
       "993  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-16 11:52:33           0   \n",
       "994  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-05 10:13:54           0   \n",
       "995  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-17 09:02:21           0   \n",
       "996  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2016-12-06 03:10:26           0   \n",
       "997  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-23 08:51:20           0   \n",
       "998  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型  2017-01-06 15:17:39           0   \n",
       "\n",
       "     score  usefulVoteCount  uselessVoteCount  userClient  userClientShow  \\\n",
       "0        5                0                 0           4  来自京东Android客户端   \n",
       "1        5                0                 0           4  来自京东Android客户端   \n",
       "2        5                0                 0           2   来自京东iPhone客户端   \n",
       "3        5                0                 0           2   来自京东iPhone客户端   \n",
       "4        5                0                 0           4  来自京东Android客户端   \n",
       "5        5                0                 0           2   来自京东iPhone客户端   \n",
       "6        5                0                 0           4  来自京东Android客户端   \n",
       "7        5                0                 0           4  来自京东Android客户端   \n",
       "8        5                0                 0           4  来自京东Android客户端   \n",
       "9        5                0                 0           4  来自京东Android客户端   \n",
       "10       3                0                 0          21          来自微信购物   \n",
       "11       5                0                 0           4  来自京东Android客户端   \n",
       "12       5                0                 0           4  来自京东Android客户端   \n",
       "13       5                0                 0           2   来自京东iPhone客户端   \n",
       "14       5                0                 0           4  来自京东Android客户端   \n",
       "15       5                0                 0           2   来自京东iPhone客户端   \n",
       "16       5                0                 0           2   来自京东iPhone客户端   \n",
       "17       4                0                 0           2   来自京东iPhone客户端   \n",
       "18       5                0                 0           4  来自京东Android客户端   \n",
       "19       5                0                 0           2   来自京东iPhone客户端   \n",
       "20       5                0                 0           2   来自京东iPhone客户端   \n",
       "21       5                0                 0           2   来自京东iPhone客户端   \n",
       "22       5                0                 0           0                   \n",
       "23       5                0                 0           4  来自京东Android客户端   \n",
       "24       5                0                 0           0                   \n",
       "25       5                0                 0           4  来自京东Android客户端   \n",
       "26       5                0                 0           2   来自京东iPhone客户端   \n",
       "27       5                0                 0           4  来自京东Android客户端   \n",
       "28       5                0                 0           0                   \n",
       "29       5                0                 0           4  来自京东Android客户端   \n",
       "..     ...              ...               ...         ...             ...   \n",
       "969      5                1                 0           4  来自京东Android客户端   \n",
       "970      5                2                 0           0                   \n",
       "971      5                0                 0           0                   \n",
       "972      5                0                 0           2   来自京东iPhone客户端   \n",
       "973      4                0                 0          21          来自微信购物   \n",
       "974      5                0                 0           2   来自京东iPhone客户端   \n",
       "975      5                0                 0           4  来自京东Android客户端   \n",
       "976      5                0                 0           2   来自京东iPhone客户端   \n",
       "977      5                0                 0           0                   \n",
       "978      5                0                 0           2   来自京东iPhone客户端   \n",
       "979      5                0                 0          21          来自微信购物   \n",
       "980      5                0                 0           3     来自京东iPad客户端   \n",
       "981      5                0                 0           2   来自京东iPhone客户端   \n",
       "982      5                0                 0           2   来自京东iPhone客户端   \n",
       "983      4                0                 0           4  来自京东Android客户端   \n",
       "984      5                0                 0           4  来自京东Android客户端   \n",
       "985      5                0                 0           2   来自京东iPhone客户端   \n",
       "986      5                0                 0           2   来自京东iPhone客户端   \n",
       "987      5                0                 0           2   来自京东iPhone客户端   \n",
       "988      5                0                 0           0                   \n",
       "989      5                0                 0           4  来自京东Android客户端   \n",
       "990      5                0                 0           2   来自京东iPhone客户端   \n",
       "991      5                0                 0           2   来自京东iPhone客户端   \n",
       "992      5                0                 0          21          来自微信购物   \n",
       "993      5                0                 0           2   来自京东iPhone客户端   \n",
       "994      5                0                 0           4  来自京东Android客户端   \n",
       "995      5                0                 0           0                   \n",
       "996      5                0                 0           2   来自京东iPhone客户端   \n",
       "997      5                0                 0           2   来自京东iPhone客户端   \n",
       "998      5                0                 0           2   来自京东iPhone客户端   \n",
       "\n",
       "    userLevelName  \n",
       "0            钻石会员  \n",
       "1            钻石会员  \n",
       "2            金牌会员  \n",
       "3          PLUS会员  \n",
       "4            金牌会员  \n",
       "5            钻石会员  \n",
       "6            金牌会员  \n",
       "7          PLUS会员  \n",
       "8            银牌会员  \n",
       "9            银牌会员  \n",
       "10           金牌会员  \n",
       "11           钻石会员  \n",
       "12         PLUS会员  \n",
       "13         PLUS会员  \n",
       "14         PLUS会员  \n",
       "15         PLUS会员  \n",
       "16           金牌会员  \n",
       "17           金牌会员  \n",
       "18           银牌会员  \n",
       "19           银牌会员  \n",
       "20         PLUS会员  \n",
       "21           钻石会员  \n",
       "22           金牌会员  \n",
       "23         PLUS会员  \n",
       "24           钻石会员  \n",
       "25           铜牌会员  \n",
       "26           钻石会员  \n",
       "27           钻石会员  \n",
       "28           企业会员  \n",
       "29         PLUS会员  \n",
       "..            ...  \n",
       "969          钻石会员  \n",
       "970        PLUS会员  \n",
       "971          钻石会员  \n",
       "972          钻石会员  \n",
       "973          金牌会员  \n",
       "974          钻石会员  \n",
       "975          金牌会员  \n",
       "976        PLUS会员  \n",
       "977        PLUS会员  \n",
       "978          钻石会员  \n",
       "979          钻石会员  \n",
       "980        PLUS会员  \n",
       "981        PLUS会员  \n",
       "982        PLUS会员  \n",
       "983        PLUS会员  \n",
       "984          金牌会员  \n",
       "985          钻石会员  \n",
       "986        PLUS会员  \n",
       "987          金牌会员  \n",
       "988          钻石会员  \n",
       "989        PLUS会员  \n",
       "990          钻石会员  \n",
       "991        PLUS会员  \n",
       "992          钻石会员  \n",
       "993    PLUS会员[试用]  \n",
       "994          钻石会员  \n",
       "995          钻石会员  \n",
       "996          银牌会员  \n",
       "997        PLUS会员  \n",
       "998        PLUS会员  \n",
       "\n",
       "[999 rows x 15 columns]"
      ]
     },
     "execution_count": 720,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 721,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "date = time.strftime('%Y%m%d',time.localtime(time.time()))\n",
    "table.to_csv(r'data/jd_comments%s.csv' % (date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 722,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "table['referenceTime']=pd.to_datetime(table['referenceTime'])\n",
    "table['creationTime']=pd.to_datetime(table['creationTime'])\n",
    "table = table.set_index('referenceTime')\n",
    "table['days']=table['days'].astype(np.int64)\n",
    "hour=[] \n",
    "for h in referenceTime: \n",
    "    date=h[10:13] \n",
    "    hour.append(date)\n",
    "table['hour'] = hour\n",
    "month=[] \n",
    "for m in referenceTime: \n",
    "    date=m[5:7] \n",
    "    month.append(date)\n",
    "table['month'] = month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 723,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "product_name = []\n",
    "for i in table.productColor:\n",
    "    if '飞天53度 500ml 单瓶' == i or '飞天53度/单瓶' == i or i == '':\n",
    "        product_name.append('500ml')\n",
    "    elif i == '飞天53度 500ml 整箱' or i == '飞天53度/整箱':\n",
    "        product_name.append('500ml整箱')\n",
    "    elif '茅台 飞天 53度 400ml  单瓶' == i or '茅台 飞天53度 400ml' == i:\n",
    "        product_name.append('400ml')\n",
    "    elif '茅台 飞天 53度  750ml' == i:\n",
    "        product_name.append('750ml')\n",
    "    elif '飞天茅台 53度 1.5L' == i:\n",
    "        product_name.append('1.5L')\n",
    "    elif '飞天茅台 53度 3L' == i:\n",
    "        product_name.append('3L')\n",
    "    else:\n",
    "        product_name.append('6L')\n",
    "table['product_name'] = product_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 724,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ClientShow = []\n",
    "for i in table.userClientShow:\n",
    "    if i == '':\n",
    "        i = 'PC'\n",
    "    else:\n",
    "        i = i[2:]\n",
    "    ClientShow.append(i)\n",
    "table.userClientShow = ClientShow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 725,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>creationTime</th>\n",
       "      <th>days</th>\n",
       "      <th>isMobile</th>\n",
       "      <th>nickname</th>\n",
       "      <th>productColor</th>\n",
       "      <th>referenceName</th>\n",
       "      <th>replyCount</th>\n",
       "      <th>score</th>\n",
       "      <th>usefulVoteCount</th>\n",
       "      <th>uselessVoteCount</th>\n",
       "      <th>userClient</th>\n",
       "      <th>userClientShow</th>\n",
       "      <th>userLevelName</th>\n",
       "      <th>hour</th>\n",
       "      <th>month</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>referenceTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-09-10 17:59:34</th>\n",
       "      <td>好。。。。。。。。。。。。</td>\n",
       "      <td>2017-09-12 18:10:10</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>j***2</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "      <td>17</td>\n",
       "      <td>09</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-11 21:35:40</th>\n",
       "      <td>速度快，竟然不是一个分7的。</td>\n",
       "      <td>2017-09-12 18:08:09</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>j***l</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "      <td>21</td>\n",
       "      <td>09</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-10 07:53:46</th>\n",
       "      <td>看看还行，就是价格还是贵了一点。</td>\n",
       "      <td>2017-09-12 18:05:58</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>C***平</td>\n",
       "      <td>白色条盒装 53度 50ml*5瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>京东iPhone客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "      <td>07</td>\n",
       "      <td>09</td>\n",
       "      <td>6L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-09 00:00:19</th>\n",
       "      <td>很好，包装也不错，没有出现洒酒的现象，希望年底不用抢</td>\n",
       "      <td>2017-09-12 18:01:45</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>l***i</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "      <td>00</td>\n",
       "      <td>09</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-11 12:59:56</th>\n",
       "      <td>京东一定真的吗？感觉～～～～～</td>\n",
       "      <td>2017-09-12 17:56:07</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>t***7</td>\n",
       "      <td>飞天53度 500ml 单瓶</td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>京东Android客户端</td>\n",
       "      <td>金牌会员</td>\n",
       "      <td>12</td>\n",
       "      <td>09</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        content        creationTime  days  \\\n",
       "referenceTime                                                               \n",
       "2017-09-10 17:59:34               好。。。。。。。。。。。。 2017-09-12 18:10:10     2   \n",
       "2017-09-11 21:35:40              速度快，竟然不是一个分7的。 2017-09-12 18:08:09     1   \n",
       "2017-09-10 07:53:46            看看还行，就是价格还是贵了一点。 2017-09-12 18:05:58     2   \n",
       "2017-09-09 00:00:19  很好，包装也不错，没有出现洒酒的现象，希望年底不用抢 2017-09-12 18:01:45     3   \n",
       "2017-09-11 12:59:56             京东一定真的吗？感觉～～～～～ 2017-09-12 17:56:07     1   \n",
       "\n",
       "                     isMobile nickname       productColor  \\\n",
       "referenceTime                                               \n",
       "2017-09-10 17:59:34      True    j***2     飞天53度 500ml 单瓶   \n",
       "2017-09-11 21:35:40      True    j***l     飞天53度 500ml 单瓶   \n",
       "2017-09-10 07:53:46      True    C***平  白色条盒装 53度 50ml*5瓶   \n",
       "2017-09-09 00:00:19      True    l***i     飞天53度 500ml 单瓶   \n",
       "2017-09-11 12:59:56      True    t***7     飞天53度 500ml 单瓶   \n",
       "\n",
       "                                         referenceName  replyCount  score  \\\n",
       "referenceTime                                                               \n",
       "2017-09-10 17:59:34  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-09-11 21:35:40  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-09-10 07:53:46  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-09-09 00:00:19  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-09-11 12:59:56  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "\n",
       "                     usefulVoteCount  uselessVoteCount  userClient  \\\n",
       "referenceTime                                                        \n",
       "2017-09-10 17:59:34                0                 0           4   \n",
       "2017-09-11 21:35:40                0                 0           4   \n",
       "2017-09-10 07:53:46                0                 0           2   \n",
       "2017-09-09 00:00:19                0                 0           2   \n",
       "2017-09-11 12:59:56                0                 0           4   \n",
       "\n",
       "                    userClientShow userLevelName hour month product_name  \n",
       "referenceTime                                                             \n",
       "2017-09-10 17:59:34   京东Android客户端          钻石会员   17    09        500ml  \n",
       "2017-09-11 21:35:40   京东Android客户端          钻石会员   21    09        500ml  \n",
       "2017-09-10 07:53:46    京东iPhone客户端          金牌会员   07    09           6L  \n",
       "2017-09-09 00:00:19    京东iPhone客户端        PLUS会员   00    09        500ml  \n",
       "2017-09-11 12:59:56   京东Android客户端          金牌会员   12    09        500ml  "
      ]
     },
     "execution_count": 725,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 726,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>creationTime</th>\n",
       "      <th>days</th>\n",
       "      <th>isMobile</th>\n",
       "      <th>nickname</th>\n",
       "      <th>productColor</th>\n",
       "      <th>referenceName</th>\n",
       "      <th>replyCount</th>\n",
       "      <th>score</th>\n",
       "      <th>usefulVoteCount</th>\n",
       "      <th>uselessVoteCount</th>\n",
       "      <th>userClient</th>\n",
       "      <th>userClientShow</th>\n",
       "      <th>userLevelName</th>\n",
       "      <th>hour</th>\n",
       "      <th>month</th>\n",
       "      <th>product_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>referenceTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-05 10:13:54</th>\n",
       "      <td>质量很好服务好信赖的京东商城</td>\n",
       "      <td>2017-02-21 15:04:43</td>\n",
       "      <td>47</td>\n",
       "      <td>True</td>\n",
       "      <td>j***1</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>京东Android客户端</td>\n",
       "      <td>钻石会员</td>\n",
       "      <td>10</td>\n",
       "      <td>01</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-17 09:02:21</th>\n",
       "      <td>茅台还是飞天好！老牌子没毛病！</td>\n",
       "      <td>2017-02-21 14:55:07</td>\n",
       "      <td>35</td>\n",
       "      <td>False</td>\n",
       "      <td>j***7</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC</td>\n",
       "      <td>钻石会员</td>\n",
       "      <td>09</td>\n",
       "      <td>01</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-06 03:10:26</th>\n",
       "      <td>是正品，支持京东，现在买东西只信京东，**假货太多了，吃过很多次亏。</td>\n",
       "      <td>2017-02-21 14:44:39</td>\n",
       "      <td>77</td>\n",
       "      <td>True</td>\n",
       "      <td>q***0</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>京东iPhone客户端</td>\n",
       "      <td>银牌会员</td>\n",
       "      <td>03</td>\n",
       "      <td>12</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-23 08:51:20</th>\n",
       "      <td>每次购物都在京东  送货上门  质量保证  值得一赞！</td>\n",
       "      <td>2017-02-21 14:25:28</td>\n",
       "      <td>29</td>\n",
       "      <td>True</td>\n",
       "      <td>b***i</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "      <td>08</td>\n",
       "      <td>01</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06 15:17:39</th>\n",
       "      <td>每次购物都在京东  送货上门  质量保证  值得一赞！</td>\n",
       "      <td>2017-02-21 14:24:06</td>\n",
       "      <td>46</td>\n",
       "      <td>True</td>\n",
       "      <td>b***i</td>\n",
       "      <td></td>\n",
       "      <td>【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>京东iPhone客户端</td>\n",
       "      <td>PLUS会员</td>\n",
       "      <td>15</td>\n",
       "      <td>01</td>\n",
       "      <td>500ml</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                content        creationTime  \\\n",
       "referenceTime                                                                 \n",
       "2017-01-05 10:13:54                      质量很好服务好信赖的京东商城 2017-02-21 15:04:43   \n",
       "2017-01-17 09:02:21                     茅台还是飞天好！老牌子没毛病！ 2017-02-21 14:55:07   \n",
       "2016-12-06 03:10:26  是正品，支持京东，现在买东西只信京东，**假货太多了，吃过很多次亏。 2017-02-21 14:44:39   \n",
       "2017-01-23 08:51:20         每次购物都在京东  送货上门  质量保证  值得一赞！ 2017-02-21 14:25:28   \n",
       "2017-01-06 15:17:39         每次购物都在京东  送货上门  质量保证  值得一赞！ 2017-02-21 14:24:06   \n",
       "\n",
       "                     days  isMobile nickname productColor  \\\n",
       "referenceTime                                               \n",
       "2017-01-05 10:13:54    47      True    j***1                \n",
       "2017-01-17 09:02:21    35     False    j***7                \n",
       "2016-12-06 03:10:26    77      True    q***0                \n",
       "2017-01-23 08:51:20    29      True    b***i                \n",
       "2017-01-06 15:17:39    46      True    b***i                \n",
       "\n",
       "                                         referenceName  replyCount  score  \\\n",
       "referenceTime                                                               \n",
       "2017-01-05 10:13:54  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-01-17 09:02:21  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2016-12-06 03:10:26  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-01-23 08:51:20  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "2017-01-06 15:17:39  【京东超市】茅台 飞天 53度 单瓶装白酒 500ml 口感酱香型           0      5   \n",
       "\n",
       "                     usefulVoteCount  uselessVoteCount  userClient  \\\n",
       "referenceTime                                                        \n",
       "2017-01-05 10:13:54                0                 0           4   \n",
       "2017-01-17 09:02:21                0                 0           0   \n",
       "2016-12-06 03:10:26                0                 0           2   \n",
       "2017-01-23 08:51:20                0                 0           2   \n",
       "2017-01-06 15:17:39                0                 0           2   \n",
       "\n",
       "                    userClientShow userLevelName hour month product_name  \n",
       "referenceTime                                                             \n",
       "2017-01-05 10:13:54   京东Android客户端          钻石会员   10    01        500ml  \n",
       "2017-01-17 09:02:21             PC          钻石会员   09    01        500ml  \n",
       "2016-12-06 03:10:26    京东iPhone客户端          银牌会员   03    12        500ml  \n",
       "2017-01-23 08:51:20    京东iPhone客户端        PLUS会员   08    01        500ml  \n",
       "2017-01-06 15:17:39    京东iPhone客户端        PLUS会员   15    01        500ml  "
      ]
     },
     "execution_count": 726,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 727,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "999"
      ]
     },
     "execution_count": 727,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0.9011213047910296"
      ]
     },
     "execution_count": 727,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(table)\n",
    "(369+354+13+148)/981"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 728,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userLevelName\n",
       "PLUS会员        334\n",
       "PLUS会员[试用]     12\n",
       "企业会员           13\n",
       "金牌会员          148\n",
       "钻石会员          312\n",
       "铜牌会员           12\n",
       "银牌会员          168\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 728,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('userLevelName').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 729,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12a94a470>"
      ]
     },
     "execution_count": 729,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1287f0940>"
      ]
     },
     "execution_count": 729,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AY5LWRMTYTBZuZmZTM+kWfUS8EBFd6e0jwDPAignucgPwYESMREQ/8Cxw1UwUa2Zm0zet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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1253e60b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('userLevelName').nickname.count().plot(kind='bar')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title(u'购买者京东等级分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 730,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "productColor\n",
       "                     107\n",
       "白色条盒装 53度 50ml*5瓶      4\n",
       "金色条盒装 53度 50ml*5瓶      2\n",
       "飞天53度 500ml 单瓶       560\n",
       "飞天53度 500ml 整箱        13\n",
       "飞天53度/单瓶             176\n",
       "飞天53度/整箱             137\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 730,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('productColor').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 731,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product_name\n",
       "500ml      843\n",
       "500ml整箱    150\n",
       "6L           6\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 731,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('product_name').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 732,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1287c2668>"
      ]
     },
     "execution_count": 732,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x126eff518>"
      ]
     },
     "execution_count": 732,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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j6e758ZivlFGpwBsgipPNgR+SnrIr0jCTGOi/suuTf9+6sHRG6CyruI70tPhW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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1287f7438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('product_name').nickname.count().plot(kind='pie')\n",
    "# plt.grid(axis='y', linestyle='--')\n",
    "plt.title('不同规格分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 733,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1287fe898>"
      ]
     },
     "execution_count": 733,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x127184a90>"
      ]
     },
     "execution_count": 733,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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aWloAmDlzJjU1NTQ2NjI0NATAqlWrfJx8nM7rOBVKEeeUz0j6I+BV4DeAayPi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\nCwMNigJFULjVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x126d17c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('product_name').nickname.count().plot(kind='bar')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title('53度飞天不同规格分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 734,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userClientShow\n",
       "PC              137\n",
       "京东Android客户端    454\n",
       "京东iPad客户端         3\n",
       "京东iPhone客户端     377\n",
       "微信购物             27\n",
       "手机QQ购物            1\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 734,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('userClientShow').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 735,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.17023445463812437"
      ]
     },
     "execution_count": 735,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0.41182466870540263"
      ]
     },
     "execution_count": 735,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0.3720693170234455"
      ]
     },
     "execution_count": 735,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0.040774719673802244"
      ]
     },
     "execution_count": 735,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "167/981\n",
    "404/981\n",
    "365/981\n",
    "40/981"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 736,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12710ec88>"
      ]
     },
     "execution_count": 736,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x127227048>"
      ]
     },
     "execution_count": 736,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IOKbgvl0RMVrS9cDSiLg5b78RuDcivtfZdmtqaqL9P9oOqFx4d5/ur/nas/p0f6nz82fF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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x127177c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('userClientShow').nickname.count().plot(kind='bar')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title('购买者客户端分布情况', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 737,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127205f98>"
      ]
     },
     "execution_count": 737,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1272c8240>"
      ]
     },
     "execution_count": 737,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KZvnJ9rKKpnfGVDS9M2b4+y/1uE57YcX65tLd1jSX125qKqttaSobQWtpTWF7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\nGBMyVviNMSZkrPAbY0zIWOE3xpiQ+f+YwYgotuF9uAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1271b6898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('userClientShow').days.count().plot(kind='pie')\n",
    "# plt.grid(axis='y', linestyle='--')\n",
    "plt.title('购买者客户端情况分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 738,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "01    105\n",
       "02    191\n",
       "03     40\n",
       "04      3\n",
       "05     14\n",
       "06     24\n",
       "07      9\n",
       "08     22\n",
       "09    506\n",
       "11      5\n",
       "12     80\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 738,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('month').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 739,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3394495412844037"
      ]
     },
     "execution_count": 739,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "333/981"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 740,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12726fef0>"
      ]
     },
     "execution_count": 740,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x127361be0>"
      ]
     },
     "execution_count": 740,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x127177d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('month').nickname.count().plot(kind='bar')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title('购买月份分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 741,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/elsa/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...)..apply(<func>)\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#对数据表按月进行汇总并生成新的月度汇总数据表 \n",
    "table_month=table.resample('M',how=len) \n",
    "#提取按月汇总的nickname \n",
    "month_1 = table_month['nickname']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 742,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127393fd0>"
      ]
     },
     "execution_count": 742,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x127444828>"
      ]
     },
     "execution_count": 742,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O6ZykJOG+S8exs6KO2e9vinU4xnTbhvIqmpo17hqAIcETwJd7akhuox463p/C\n9bIpI/px0XEDePi9jZRV1sU6HGO6xef2AIqnISCCEjYBrNy2n6seXkxqspCWcvjHkJGazN0XjolR\nZInh3kvG0tDUzO/f8sU6FGO6xecPkJacFHfDtkOCJoB3SsqYPmsJvVKS+fudZ/K7q09kcG4GgtPg\n+9urTuixD2V5xTH9srjx9CKeX76d1aUVsQ7HmC4r8Qc4tiCb1DjsAp5wjcDPfPwl9728ivGDevPY\njadSkJPOyIIcK/Bj4AfnjOJ/l29n5utreebWKdbWYuKSzx/gtGP7xTqMLom/lNVFqsoDC0r42Uur\n+MrofJ6bcRoFOemxDiuh9clI5d/OH81Hm/awcE1ZrMMxptMqahrwV9bFZQMwJEgCONDYzI/nr+Qv\n725k+qlDmX39JLLi7IGNnuraycM4Nj+L3/6jhAONNmeAiS8l7hPAlgA8qrKugZseX8pLK0r5yfmj\n+e1VJ9hwDR6SmpzEfZeOZ/Puap5aEr8zoJnE5CuL3x5A0MMTwM6KWq7560d8vGkv//2NCdx57iir\nZ/agaWPyOWtUf/60aD37aw7EOhxjOqzEH6BPRioDesdndXKPTQAl/kqu/MuHbN9Xy5ybTuXrp9iw\nA14lIvz80nEE6hr406L1sQ7HmA7z+QOMaWeody/rkQlg8YbdfOPhj1CU+d87jbNG5cc6JNOOsQN6\n881Th/HkR1vZuKsq1uEY0y5VZZ0/ELfVP9ADE8CLn27nxjlLGZibzku3n8H4QfE3QFOi+vH5o0lP\nTea3b5TEOhRj2lW6v5ZAfWPcNgBDD0oAqspf3t3Aj+ev5JRj+vL890+34RziTH5OL27/6rG8vbaM\nDzfsjnU4xhxVPA8BEdQj+kI2NjXz769+wTMff8nlJw3id18/kV4pNspkPLr5jOHMem8T1z+2lKZm\n7XHzI5ueIzgLWLxNAhMq7hNAzYFG7nxmBYtKyrlt2rHcfcEYm2gkjr252k/1gUYamxVwbrPvfXEV\ngCUB4ykl/gCDczPISU+NdShdFtdVQLsC9UyftYR3feX86orj+elFY63wj3MPLPDR0KSHLattaOKB\nBTZonPEWn78yrqt/II4TwKZdVVz18GLWlQV45DuT+M7UY2IdkgmDtuZnKN1fy6rtNmic8YYDjc1s\n2lUd1w3AEKcJYPnWvVz98IfU1Dfx7IzTOH98YaxDMmHSVsO9AF978AO+8dcPeWPVThqbbNgIEzsb\nd1XRGKcXWEZ4AAATXElEQVSTwISKuwTw5uqdfOtvH9MnI5UXbz+dk4bmxjokE0Z3XziGjBZzLmek\nJjPzquMPziR2+9OfcvYDxfz1vY325LCJiUM9gOK7m3lcNQI/9sFmfvX6Gk4amsvs6yfRL7tXrEMy\nYRZs6H1ggY8d+2uP6AV00xnDeXttGXMWb+b+f5Twp7fXc9XJg7npjCJGFsT31ZiXvbyitM3/k0RU\n4g+QmiyMyI+/SWBCiaq2v1WETZo0SZctW9bm+uZmZeYba3n0g81cML6QP02faJOJG9bsqOTxDzfz\n8mc7ONDYzFmj+nPzGcM5e3S+dQYIo5dXlHLvi6uobWg6uCwjNTlhJ056eUUpP33hc+obmxkc42Qo\nIstVdVKX9/d6AqhraOIn81fy+qqd3Hh6Eb+4bHyb8/iaxLSnqp5nPv6SJ5dspTxQz4j+Wdx4RhFX\nnzzEhv3uAlVlb/UBduyvo3R/LT99YSUVtY1HbDeoTzof3ntuDCKMHa8lwx6dAPbXHODWJ5bxyZZ9\n/PyScXz3rOFxO+iSibwDjc38Y/VOHlu8hZXb9pOTnsI3Jw3lhtOLGJqXGevwPKOuoYmdFXXs2F9L\n6f5adhz8d2hZfQfnZijql8mYATmMGdCbcQNyGDMgh2P6ZfWYi7SmZmXH/lo27qpi065qfv+Wj+oD\nTUdsNzg3g8X3nBP1+HpsAti2t4Yb5yxl295afn/NBL42YVCMojPx6NMv9zFn8RbeWLUTVeW8cYXc\nfOZwpgzPi6uLiM7Wvasqu6sOHCzUS0MK9h0VzrLdVYc3nItAQU4vBuVmMCg3g8G5GQzqk37w/a1P\nLGNnRd0R58pJT+HMkf3x+QNs2VON++we6alJjCpwksFYNymMGZBDfnYvz372FbUNbHIL+U273Z+7\nqtm8p7pDExUJsPn+SyMfaMvz9sQEsGp7BTc9/gkHGpv42/WTmDIiPufbNLG3s6KWJz/ayrylX7Kv\npoFxA3tz0xlF/MuEQaSnersdqbXqhvTUJH58/mjGD+xzsIA/7Cq+ou6IAiszLdkp1A8W8OmHFfaF\nvdNJS2m7Q2BHqj3qGppYX1ZFib8Snz+AryxAiT/ArkD9wX3ystIYU+gkg3EDnbuG0YXZZKZFp5qu\nsamZbftqDyvoN+6qZtOuqsOSYnKScExeJiPysxiRn82I/u7P/Cwuf/ADSvcfmQztDqAbQhPAuyXl\n3PHMp/TNTOPxm05lVByPs2G8o66hiZdXlDJn8RZ8ZQH6ZaXxrSnD+PbUYyj00GQedQ1NbN9Xy7a9\nNfzouc+oqG046vYiUJiTziC3UA8t6AflpjMkN5PeGSndvvLuai+gPVX1+PxOMvD5A5SUBVjnDxxM\nJiIwLC+TMYXBu4XejBmQQ1G/zCNm7utoDHurDxws5DcevJqv4su9NYc9ZZ6XleYW7ocX9MPyMttM\niNYGEAHBBPDs0i/5+curGTsghzk3nkqBh/4wTc+gqny0cQ+PLd7MopJykkW47MSB3HTGcCZE4ZmS\nxqZmdlbUsW1fDdv31rJtXw3b9tawzS30y0OumI/muRlTGZSbwYA+6aTG2RSnzc3Ktn01B5OCkyAq\n2bz7UDVSWkoSowqyGTugN2MH5LCnup7HF2+hLuTupldKEtdNGUZ+TrpT4O92Cvp9NYeSZlpyEsf0\nO/Jq/tj8LHIz07oUv5e6xPaIBNBr4CgdPeNBAvWNfGV0Pg9ddzLZ1nvDRNiW3dXM/WgLzy/bTlV9\nIycPy+WmM4Zz0fEDSE1O6tIfuqqyq6qebXtr2R4s3IMF/b4adu6vOzjQHUCSwMA+GQzNy2BYXiZD\n+2YyNC+ToXkZ3PH0CvyV3qluiLS6hiY2lFe5iaHyYILoSFLMz+l1WOE+Ij+LEf2zGdI3o0fPAe7Z\nBCAiFwF/ApKB2ap6f1vb9ho4Sgfe8EeSk4TfXX0CV58yNCIxGdOaQF0D/7t8O49/uIWte2oY2Ced\nU47J5e215dQ1HLriDN7qnzOu4GDBHizkv3Sv4rfvqzlsH4D+2b0YmpfhFu4Zhwr5vpkMzG37Ct5r\n1Q2xsq/6ABN/tbDVdQKs/M8L6B3HI3J2hycTgIgkA+uA84HtwCfAtaq6prXtgwkAeu7VjfG+pmbl\n3ZJy5ny4mcUb9rS6jQi0/JPJSU85snB3Xw/pm9mthxa9VN0QS2fc/w6lrQwUmOjlRXcTQKTqWSYD\nG1R1E4CIPAtcDrSaAEK1NRqkMZGWnCScN76Q88YXMvye12nt0kgVfnbJ2MOu4vtkRu7q84qJgxOy\nwG/p7gvHtHo3dPeFY2IYVfyLVAIYDGwLeb8dmBK6gYjMAGYApA0YeXB5XrpQXFwcobCM6Zi8dGFP\n3ZEpoF+6MLp5G+yB3XvAJq6MjlzgO+OSeWFdM3vqlH7pwtWjk8mtWE9x8fpYhxe3YtbSqqqzgFng\nVAGBk9F/cfkJTLMrHhNjv+jTev27fT9jZxrws1gH0cNEKgGUAqEtuUPcZW2K9aBKxoRqb1RSY3qC\nSDUCp+A0Ap+LU/B/AnxLVb9obfv2RgM1xhhzJE82Aqtqo4j8AFiA0w30sbYKf2OMMbERsTYAVX0D\neCNSxzfGGNM9PfcROWOMMUdlCcAYYxKUJQBjjElQnhgMTkQqAC88zdEHqIhxDMOAL2McA3jjs/BC\nDOCNOLwQA3gjDi/EAN6IY5Sq9unqzl4ZcvM5VZ0R6yBEZFas4xCRXd3p1hXGOLzwWcQ8Bq/E4YUY\nvBKHF2LwShwiMqs7+3ulCujvsQ7A5YU49sc6AJcXPgsvxADeiMMLMYA34vBCDOCNOLoVgyeqgMwh\nIrLMC3cAxpiezyt3AOaQbt3SGWNMR9kdgDHGJKio3AGIiIrI70Pe3yUi/xmNc4ecs0lEPhORL0Rk\npYj8REQS9g4o5PMI/is6yrbTROS1CMSgIvJUyPsUEdkViXN1IJYr3HjGxuDcnvkc3PNXxeK8bWkv\nHhEpFpGwV5vG8jsREsPP3TLrc/fvdEr7e3VctArAeuAqEekfpfO1plZVT1LV43BmKrsY+I8YxhNr\nwc8j+G9LDGKoBo4XkQz3/fm0M2psS+7Ag+FwLfCB+7Mz5+/6dF+HdPtzMBHRpe9EuIjIacBlwMmq\neiJwHofPs9Jt0UoAjTh12//WcoWIFInIO26GWyQiw0Skj4hsDV6hi0iWiGwTkbBMvaSq5TiT0fxA\nHMki8oCIfOLG8b2Q+H4qIqvcu4Y25zXuLK9dZYFTmLX1OQC9ReR1EfGJyF/DePf0BnCp+/paYF5I\nPJNF5CMRWSEiH4rIGHf5jSLyqoi8AyzqbgAikg2cCdwCTHeXTRORf7b2O4tIlYj8XkRWAqd19/yu\nrnwO/xSRk0K2+0BEJoQjmJZ3fSLyoIjc6L7eIiK/FJFP3b+NiF8hHy2eCJ2vre9EW5/JJSJSIiLL\nReTPYbp7GwjsVtV6AFXdrao7ROQUEXnPPdcCERnoxlAsIn9y7xRWi8jk9k4QzSqQvwDXiUjLhxb+\nB5jrZringT+ragXwGXC2u81lwAJVbQhXMO50lclAAc5/coWqngqcCtwqIsNF5GKcqSynqOoE4Hfh\nOr8HZMih6p+X3GWtfg7uusnAncB44FjgqjDF8SwwXUTSgROBj0PWlQBnqepE4N+B34SsOxn4uqqe\nTfddDrypquuAPSJyiru8rd85C/hYVSeo6gdhOD907XN4FLgRQERGA+mqujJM8bRnt6qeDDwM3BWl\nc0ZTW9+JI7j/Z48AF6vqKUB+mGJ4CxgqIutE5CEROdu9CP4fnO/+KcBjwMyQfTJV9STgdnfdUUUt\nAahqJfAE8K8tVp0GPOO+fhIn6wI8B3zTfT3dfR8pFwDXi8hnOH94/YBROLdcc1S1BkBV94bzpCKS\n7d71BK+kLneXF4nIWhH5mzj1f2+FVA+ES2gV0JXusrY+B4ClqrpJVZtwrk7PPPKQnaeqnwNFOFe9\nLUeP7QM8LyKrgf8HHBeybmEY/z+uxSmAcX8Gb/nb+p2bgBfCdG6gy5/D88BlbqFwM/B4OGNqx4vu\nz+U4cfc0bX0nWjMW2KSqm933846ybYepahVwCk5txS6cMvB7wPHAQvfv9D6cCbeC5rn7/hPnrj33\naOeI9pPAfwQ+BeZ0YNtXgd+ISB7Oh/BOOAMRkRE4f8jlgAB3quqCFttcGM5ztqIOuFJVK8VpH1ki\nIq+660YB16rqrSIyH7gaeKqtA4VJW5/DNDhijvRwdh97FfhvnFn/+oUs/xXwrqpeKU4jdXHIuupw\nnNj9fp0DnCAiinNXqMDrtP0717lJIdw69Tmoao2ILMS5Wr0G5+8kXBo5/AIxvcX6evdnE9EpR9qL\nJ2yO8p14JVoxBLnfs2KgWERWAXcAX6hqW1WPnfo7jWovGPeKbT5OVUPQh7h1bMB1wPvutlU4M4n9\nCXgtnH9wIpIP/BV4UJ1+sAuA29wrKURktIhkAQuBm0Qk012eF64YgqHgJLnPgbeBwUChu26zqn7m\nvo7WVVZbnwPAZLdaLAnnzixcVR/g3Kr+UlVXtVjeh0ONoTeG8Xyhvg48qarHqGqRqg4FNgNnEdnf\nuTVd+RxmA38GPlHVfWGMZSswXkR6uVeR54bx2F6Pp63vRFIbMfiAEXKoJ903Wx6wK0RkjIiMCll0\nErAWyBengRgRSRWR0Dvjb7rLz8Spzj3qWEWxGAvo98APQt7fCcwRkbtxbnNuCln3HM5t7rQwnDfD\nvWVKxbmaeBL4g7tuNk4B+6mIiBvHFar6ptvItkxEDuDcmodzXurrcOoLT1HVBhHZwqGrivqQ7ZqA\ncFcBtabVz8Fd9wnwIDASeBd4qbUDdIWqbscpxFr6HTBXRO7DuSKPhGuB/2qx7AXgNiL4O7emK5+D\nqi4XkUo6dlfdLnF6VdWr6jb3znM1TuG3IhzHj5N42vpOTMe5gD0sBlWtFZHbgTdFpBrnexMO2cD/\nuMmmEdiAUx00C/iz256aglOzEpxxsU5EVuCUcze3dwJ7ECxGxOkF9HNgpKreKSJfxanmCja6vqaq\nx7vb3gVkq+p/xiTYBORWe92lqpfFOpajEZFBOFUEY1W1OQzHmwD8TVXb7UESDV6Lpy0ikq2qVe6F\n01+A9ar6/6IcQzHOd7bDE6wn7INQsRS8qsHp9TTJrdu7Hqe3hzEdIiLX4zTW/zxMhf/3cRoR7+vu\nscLBa/G041a3huELnCq7R2IcT4fYHUAMxMtVjTGmZ7M7gCiLs6saY0wPZncAxhiToOwOwBhjEpQl\ngAgTkaEi8q6IrHGf6v2huzxPRBaKyHr3Z193eT93+yoReTDkODly+Oidu0Xkj7H6vYwx8c+qgCJM\nnIGaBqrqpyKSg/NQ1xU4D/TsVdX7ReQeoK+q/tR98GoizuPex6vqD9o47nLg39xHvo0xptPsDiDC\nVHWnqn7qvg7gPMk3GOfx/bnuZnNxH7hS1Wp3gLG6to4pzsBfBbhPTRtjTFdYAogi91HxiTh9twtV\ndae7ys+hISA6YjrwnNrtmzGmGywBRIk444u/APzIHRn1ILcg70xhPp0wjThojElclgCiwB1c7QXg\naVUNDqNbJocmchiIMyppR441AUhR1eURCdYYkzAsAUSYOzbIo8BaVf1DyKpXgRvc1zfgDDXbEYfN\nFmWMMV1lvYAizB2W9X1gFRAcr+VnOO0A84FhOEPdXhOc4MQdFbQ3kAbsBy5Q1TXuuk3AJapq4wYZ\nY7rFEoAxxiQoqwIyxpgEZQnAGGMSlCUAY4xJUJYAjDEmQVkCMMaYBGUJwMQtETnLHWH1MxHJiHU8\nACLykhvPBhGpCBm99XQRmS0i42MdozFB1g3UeJr7IJ20NuetiPwV+EBVn+ruscItXiaVN4nN7gCM\n54hIkYj4ROQJYDXwHRH5SEQ+FZHnRSRbRL4LXAP8SkSedve7W0Q+EZHPReSXbRxrqIhc0PJ47rZb\nROSX7vJVIjLWXZ4tInPcZZ+LyNXu8laPc5Tfq1hEJrmvq0TkAfcO5m0Rmeyu3yQi/+Juk+xuE/yd\nvheJz9skLksAxqtGAQ8BZwO3AOep6snAMuDHqjobZziNu1X1OhG5wN1nMnAScIqIfCX0WKp6HFCN\nMx/zYccLOe9ud/nDwF3usl8AFap6gqqeCLwjIv3bOU57soB33JgCwK+B84Ergf/rbnOLe95TgVOB\nW0VkeCfOYcxRpcQ6AGPasFVVl4jIZcB4YLFTg0Ma8FEr21/g/lvhvs/GKfi/DB7LXT61neMFB+tb\nDlzlvj4PZwRWAFR1XyfiassB4E339SqgXlUbRGQVUBTyO50oIl933/dxf6fNnTiPMW2yBGC8qtr9\nKcBCVb22ne0F+K2qPnLYQmcOhuoW2x3tePXuzyaO/vfR0bja0hAyn0Nz8Lyq2iwiwfMKcKeqLuji\nOYw5KqsCMl63BDhDREYCiEiWOyNaSwuAm0Pq8weLSEE3jhdqIXBH8I07f3NXjtNZC4Db3OHEEZHR\n7pShxoSFJQDjaaq6C2f+5Hki8jlONcvYVrZ7C3gG+MitRvlfIKerx2vh10BfEVktIiuBr3bxOJ01\nG1gDfCoiq4FHsLt2E0bWDdQYYxKU3QEYY0yCsgRgjDEJyhKAMcYkKEsAxhiToCwBGGNMgrIEYIwx\nCcoSgDHGJKj/D13kjEgVr2JRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x127284780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_1.plot(marker='o')\n",
    "plt.grid(axis='y')\n",
    "plt.title('分月变化趋势', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 743,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hour\n",
       " 00     88\n",
       " 01      6\n",
       " 02      3\n",
       " 03      7\n",
       " 04      3\n",
       " 05      5\n",
       " 06     11\n",
       " 07     20\n",
       " 08     42\n",
       " 09     41\n",
       " 10    109\n",
       " 11    162\n",
       " 12     41\n",
       " 13     38\n",
       " 14     47\n",
       " 15     59\n",
       " 16     43\n",
       " 17     41\n",
       " 18     46\n",
       " 19     31\n",
       " 20     31\n",
       " 21     40\n",
       " 22     55\n",
       " 23     30\n",
       "Name: nickname, dtype: int64"
      ]
     },
     "execution_count": 743,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('hour').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 744,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1288f9e48>"
      ]
     },
     "execution_count": 744,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1274e1470>"
      ]
     },
     "execution_count": 744,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SySQATU1NHDt2jImJCQBqa2tJJpMMDAwAUFJSQmFhIZ2dnQDk5eVRX19PIpFg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x127487eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('hour').nickname.count().plot(kind='bar')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title('购买时间分布', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 745,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "days\n",
       "0      20\n",
       "1     146\n",
       "2     200\n",
       "3     294\n",
       "4      14\n",
       "5      20\n",
       "6      12\n",
       "7       8\n",
       "8       9\n",
       "9       8\n",
       "10      2\n",
       "11      8\n",
       "12      9\n",
       "13     10\n",
       "14      5\n",
       "15      1\n",
       "16      4\n",
       "18      1\n",
       "19      5\n",
       "20      1\n",
       "21      1\n",
       "23      1\n",
       "24      1\n",
       "25      1\n",
       "27      2\n",
       "28      6\n",
       "29      2\n",
       "31      4\n",
       "32      3\n",
       "33      6\n",
       "     ... \n",
       "62      2\n",
       "63      4\n",
       "64      4\n",
       "65      5\n",
       "66      2\n",
       "67      3\n",
       "68      7\n",
       "69      5\n",
       "70      5\n",
       "71      3\n",
       "72      1\n",
       "73      6\n",
       "74      3\n",
       "75      2\n",
       "76      3\n",
       "77      2\n",
       "78      1\n",
       "79      1\n",
       "80      1\n",
       "81      2\n",
       "82      3\n",
       "83      1\n",
       "84      1\n",
       "85      3\n",
       "86      4\n",
       "87      3\n",
       "88      1\n",
       "89      1\n",
       "90      1\n",
       "92      1\n",
       "Name: nickname, Length: 87, dtype: int64"
      ]
     },
     "execution_count": 745,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby('days').nickname.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 746,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1284424e0>"
      ]
     },
     "execution_count": 746,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1284ae9b0>"
      ]
     },
     "execution_count": 746,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DfuuMNcYYLxIi0Ks6/+K5MtY6Y40xxpuECPQR9wbl8Q6vtNKNMcbElhCBfvIE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\ngd4YYxa5/x/s0OKv7r/inAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12840a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table.groupby('days').nickname.count().plot(kind='line')\n",
    "plt.grid(axis='y', linestyle='--')\n",
    "plt.title('购买后多少天评论', fontproperties=getChineseFont())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 747,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "923"
      ]
     },
     "execution_count": 747,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "content = list(set(content))\n",
    "len(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 748,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03466955579631636"
      ]
     },
     "execution_count": 748,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['过年买的送礼。就是没有验酒器，不过拿去查了 真品',\n",
       " '过年过节送礼首选，品质杠杠滴',\n",
       " '买来送人的，自己还没喝，不确定，价格炒的太高了',\n",
       " '送人的，好用好用好用??(ˊ&omega;ˋ*)??',\n",
       " '酒买来送人了，还没听到反馈意见。京东自营的商品应该值得信赖',\n",
       " '送丈人的礼物，丈人还是很高兴的',\n",
       " '送礼自用都不错。',\n",
       " '送人的，看着挺不错的，京东自营的，应该是真的，问着味道很好。',\n",
       " '17年8月8日的。手袋都没给。家里拿了一个就送人了。',\n",
       " '送人的，不知好不好，京东应该值得信赖',\n",
       " '没送纸袋，返了1500京东豆，我自己找的纸袋送人',\n",
       " '怎么没有礼品袋啊，我送人拿什么袋装',\n",
       " '酒香纯正，送给老爸的新年礼物，他老人家非常喜欢！',\n",
       " '很好，相信京东的品质，先存起礼物。',\n",
       " '没有袋子，不高兴！怎么送人呢！',\n",
       " '送礼不错',\n",
       " '送人的，价格偏高，但买的安心些。',\n",
       " '买来送人的，不错挺好的。',\n",
       " '习惯性好评。送人了。',\n",
       " '看着还不错，送人的，没打开',\n",
       " '货物收到了，送货及时，很满意。但确实是包装太简单了，连个袋子都不给，让人怎么送人呀？',\n",
       " '买来送人的，不好意思问啦。暂时好评吧。',\n",
       " '送给老公的礼物，特别喜欢很满意',\n",
       " '送人的，尽然没有袋子',\n",
       " '送人的，还没喝，喝了以后再来评价～',\n",
       " '送人了  没喝  应该不错',\n",
       " '国酒典范，宴请，送礼不二之选。',\n",
       " '买这玩意估计没人自己喝吧，送人的不给袋子？瓶口有点湿不知道是不是漏了。',\n",
       " '这酒不是用来喝的，是用来送礼和收藏的',\n",
       " '很好不错买来送礼',\n",
       " '送人用，上档次，保真，，，',\n",
       " '太太太难抢了，包装看起来很不错，就是没有袋子，打算送人的，这可怎么办']"
      ]
     },
     "execution_count": 748,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含”礼”的评论 \n",
    "content_2=[] \n",
    "for i in content: \n",
    "    if \"送礼\" in i or '送人' in i or \"礼物\" in i: \n",
    "        content_2.append(i)\n",
    "len(content_2)/len(content)\n",
    "content_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 749,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.007583965330444204"
      ]
     },
     "execution_count": 749,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['买来送人的，自己还没喝，不确定，价格炒的太高了',\n",
       " '不知道味道咋样，反正不是自己喝的。\\n物流的确很快，超乎想象！',\n",
       " '家里人自己喝了，感觉是真的',\n",
       " '少买了一瓶。稀缺资源抢到不容易。自己不喝，拜师用。',\n",
       " '过生日自己买点喝喝庆祝的。这个茅台严重怀疑是假酒，喝的有一股酒糟的味道，和以前喝的茅台差太远了，而且有一点辣嗓子。',\n",
       " '不小心秒到了，然后好心疼的付款了，谁让自己喜欢喝酒呢！呵呵',\n",
       " '买这玩意估计没人自己喝吧，送人的不给袋子？瓶口有点湿不知道是不是漏了。']"
      ]
     },
     "execution_count": 749,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含\"自己”和”喝”的评论 \n",
    "content_5=[] \n",
    "for i in content: \n",
    "    if \"自己\" in i and \"喝\" in i: \n",
    "        content_5.append(i)\n",
    "len(content_5)/len(content)\n",
    "content_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 750,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 750,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 750,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含\"爱”和”喝”的评论 \n",
    "content_6=[] \n",
    "for i in content: \n",
    "    if '爱' in i and \"喝\" in i: \n",
    "        content_6.append(i)\n",
    "len(content_6)/len(content)\n",
    "content_6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 751,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.015167930660888408"
      ]
     },
     "execution_count": 751,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['应该是正品，我不会喝酒，喝过几次都这个味，不烧口，不上头',\n",
       " '包装漂亮，好喝不上头，不错的一款酒',\n",
       " '好喝的不得了，是正品，快递给力两天就到',\n",
       " '好喝不上头',\n",
       " '喝酒好，喝好酒，酒好喝，好喝酒。',\n",
       " '不知道好不好喝，反正是收藏。',\n",
       " '过年拿来和朋友喝的，老公喝着说不上头，应该是正品',\n",
       " '好喝11111111111111111',\n",
       " '最好的体验 茅台好难买 好好喝',\n",
       " '国酒茅台。酒口感确实好 喝了不上头 就是价格太贵了 便宜点就好了。但是便宜就木有好货。唉',\n",
       " '物有所值，喝完不口渴不上头，一直信赖京东。',\n",
       " '真品，不上头',\n",
       " '好喝不上头。',\n",
       " '这么贵的酒赞了一年多的工资终于买了两瓶，喝了一瓶，真香，以前从来没喝过这么好喝的酒啊，第一次喝啊，激动的热泪盈眶啊。另一瓶已存，相信京东超市，应该是真的吧。哈哈。好评下']"
      ]
     },
     "execution_count": 751,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含‘好喝’的评论 \n",
    "content_7=[] \n",
    "for i in content: \n",
    "    if '好喝' in i or \"上头\" in i: \n",
    "        content_7.append(i)\n",
    "len(content_7)/len(content)\n",
    "content_7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 752,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.014084507042253521"
      ]
     },
     "execution_count": 752,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['又买几瓶，过节喝，买酒想得京东自营。',\n",
       " '过年买的送礼。就是没有验酒器，不过拿去查了 真品',\n",
       " '逢年过节 馈赠亲友 少不了啊  国酒茅台 jd包装还可以 就是漏发手提袋 怎么破？',\n",
       " '不错  不错，中秋节可以喝喽！',\n",
       " '过年过节送礼首选，品质杠杠滴',\n",
       " '刚刚收到，看着应该是真品，过年喝了在验证吧！',\n",
       " '京东速度就是快，过年一直缺货，茅台涨得凶安全。',\n",
       " '茅台酒，好酒！中秋节要到了，抢了5瓶，你懂的！！！还有，京东物流就是快！',\n",
       " '好不容易才抢到一瓶、想都抢几瓶没能抢到、茅台这营销也是没谁了、本人又不怎么喝酒、也没验真假相信京东自营、存着过年接待亲朋好友！',\n",
       " '过年拿来和朋友喝的，老公喝着说不上头，应该是正品',\n",
       " '春节用，实惠',\n",
       " '好酒，幸亏买的及时，春节期间到现在，涨价了',\n",
       " '53度飞天茅台价格涨得太快了 先买来存放着不知春节会不会降']"
      ]
     },
     "execution_count": 752,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含‘春节’的评论 \n",
    "content_8=[] \n",
    "for i in content: \n",
    "    if '春节' in i or '中秋节' in i or '过年' in i or '过节' in i or '节假日' in i: \n",
    "        content_8.append(i)\n",
    "len(content_8)/len(content)\n",
    "content_8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 753,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0010834236186348862"
      ]
     },
     "execution_count": 753,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['挺好，就是包装看着简陋，五粮液包装更精致。']"
      ]
     },
     "execution_count": 753,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含‘五粮液’的评论 \n",
    "content_9=[] \n",
    "for i in content: \n",
    "    if '五粮液' in i: \n",
    "        content_9.append(i)\n",
    "len(content_9)/len(content)\n",
    "content_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 754,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0032502708559046588"
      ]
     },
     "execution_count": 754,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['非常好口感不错',\n",
       " '口感很好，一次干了一瓶，一点事没有。',\n",
       " '国酒茅台。酒口感确实好 喝了不上头 就是价格太贵了 便宜点就好了。但是便宜就木有好货。唉']"
      ]
     },
     "execution_count": 754,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含‘口感’的评论 \n",
    "content_10=[] \n",
    "for i in content: \n",
    "    if '口感' in i:        \n",
    "        content_10.append(i)\n",
    "len(content_10)/len(content)\n",
    "content_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 755,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0032502708559046588"
      ]
     },
     "execution_count": 755,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['国酒精品，品味高尚，我们办婚宴首选', '国酒茅台，家宴必喝！味道极佳，中国制造', '国酒典范，宴请，送礼不二之选。']"
      ]
     },
     "execution_count": 755,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含‘婚宴’的评论 \n",
    "content_11=[] \n",
    "for i in content: \n",
    "    if '婚' in i or '宴' in i:        \n",
    "        content_11.append(i)\n",
    "len(content_11)/len(content)\n",
    "content_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 756,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07042253521126761"
      ]
     },
     "execution_count": 756,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['好不容易抢到的，希望是正品',\n",
       " '国酒茅台终于不用抢购了',\n",
       " '拿茅台验酒器验了正品，京东价格便宜，9月月日抢到的。',\n",
       " '抢到一瓶，价格涨了很多。信任京东。',\n",
       " '难得抢到了几瓶，配送高效及时。',\n",
       " '又抢了一瓶凑成了两瓶。现在茅台酒厂投放市场量大了怎么还是这么难买。',\n",
       " '酒不错是正品，买来收藏的，太难买了了，抢购的。',\n",
       " '好酒，终于抢到了',\n",
       " '终于抢到一瓶，这年头也就它还需要抢了?',\n",
       " '太抢手了  真难买  国货的骄傲',\n",
       " '抢购的，还是不错的',\n",
       " '我了个去，京东大牛啊，说到做到，抢购飞天茅台，昨天下的单，今天就收到货了。说到做到不玩虚的，其它电商，看看吧。',\n",
       " '想说买你自真的不容易，抢了很多次才抢到，还好吧&hellip;&hellip;',\n",
       " '好东西，总算抢到了',\n",
       " '就是太难抢',\n",
       " '物流挺快，东西正品，下次还要抢购。',\n",
       " '京东速度绝对第一，昨天夜里抢到下单，今天上午就收到了！至于酒包装有点旧，不过不重要，只要酒是真品就行。网上传闻现在连防伪芯片都能造假，略有点担心，但是绝对相信东哥以及他团队的打假能力！！！',\n",
       " '又好又快，选择京东没错的。唯一遗憾的是抢不到整箱的',\n",
       " '还不容易抢到一瓶，加上苏*和茅台官方的总共3瓶，还缺3瓶，任重道远呀',\n",
       " '昨天终于抢到了，抢了四五次了，功夫不负有心人，老婆也抢到一瓶。幸福的感觉。东西收到了，非常满意。这东西太难抢了哎！相信京东的东西真。接着来继续抢着&hellip;&hellip;',\n",
       " '终于抢到一瓶，真不容易啊！',\n",
       " '送到了 很快 抢起来不容易 主要靠手气',\n",
       " '茅台酒，好酒！中秋节要到了，抢了5瓶，你懂的！！！还有，京东物流就是快！',\n",
       " '抢拍到一瓶包装完好，没有漏酒现象，没有鉴定相信京东是正品。',\n",
       " '大半夜里抢购，值了。。。。。。。。。。。。。。。。',\n",
       " '很不好买，抢到一瓶，好好好好',\n",
       " '好不容易才抢到一瓶、想都抢几瓶没能抢到、茅台这营销也是没谁了、本人又不怎么喝酒、也没验真假相信京东自营、存着过年接待亲朋好友！',\n",
       " '好不容易抢到一瓶茅台，还没验证，看上去是正品，相信京东吧，应该不会有假，给好评！',\n",
       " '送货很快的，就是一直要靠抢',\n",
       " '好不容易才抢到的一瓶，相信京东，肯定正品',\n",
       " '酒不错，就是比较贵，一直想买了收藏，结果价格越来越高就搁置了，现在最贵了，却买了一想，但是单瓶抢的还不给手提袋，真是服了',\n",
       " '抢的不容易啊！包装太差了，就一个纸盒，里边的酒盒子都挤扁了。',\n",
       " '这次抢到两瓶。这几天看了看，好像随时都有货了！',\n",
       " '前一天抢购的茅台酒不错，是正品。',\n",
       " '抢了4个月，终于抢到了这款名酒。送货快，包装好，一切都周全如意',\n",
       " '少买了一瓶。稀缺资源抢到不容易。自己不喝，拜师用。',\n",
       " '物流挺快的，终于抢到了。',\n",
       " '终于抢到了，比之前贵了11转，但是也值。京东就是快，但是这次不知怎么回事，盒子居然烂了。是仓库问题还是物流配送问题。勉强好评',\n",
       " '9月9抢购两瓶飞天现在飞天茅台酒53度太难抢了。京东包装简陋了点还好酒没渗漏完好无缺，存储起来以后喝。',\n",
       " '好不容易才买到两瓶，预约的整箱的',\n",
       " '物流超快，我和朋友同时抢拍，真幸运抢到了',\n",
       " '抢到一瓶好开心啊！整箱的啥时候能敞开了买啊？饥饿营销可耻呢',\n",
       " '现在买茅台还得靠抢，抢得到是运气好',\n",
       " '很好，包装也不错，没有出现洒酒的现象，希望年底不用抢',\n",
       " '抢的第二瓶，太不容易了，预约一箱，从来没抢上过，只能单瓶抢了，没有验证真伪，相信京东',\n",
       " '国酒茅台，终于不用抢购了',\n",
       " '用防伪识别器看了，像是正品，但抢了两瓶没有给手提袋，不太爽，京东太牛了。',\n",
       " '国酒茅台，终于不抢购了，',\n",
       " '终于抢到，不容易呀，这是为什么呢？',\n",
       " '在京东买抢的茅台，应该是真的，因为一直信赖京东。',\n",
       " '看着老公对茅台酒情有独钟，我也跟着关注起来。几次都没抢到，终于在昨天有幸入手，很满意！京东的配送速度绝对一流&hellip;&hellip;',\n",
       " '机会难得，好不容易抢到一瓶，留着收藏。',\n",
       " '这次不用抢，有点意外。物流快，酒还未喝，应该是正品吧。',\n",
       " '好不容易抢到两瓶，用手机NFC验证，应该真品',\n",
       " '国酒茅台最高品质，终于能抢到了，存下来放着。',\n",
       " '国酒啊，终于抢购到了，相信京东是正品，还舍不得马上喝，因为喝了再难买到了，京东物流真快，不用24小时啊！',\n",
       " '国酒茅台，抢了好久终于有现货了，买回来先存着吧',\n",
       " '很好 抢到了 真品茅台 比烟酒店便宜',\n",
       " '抢购的建议包装好一些包装太简单看着心疼',\n",
       " '53度飞天，如今变成紧俏商品，能抢到一瓶都很不容易，多亏9.9酒水节放了货。初步看上去不假，还没有验真，20170808生产，批号2017-011，编号Ao28979，这个编号与之前2月份喝的不同，前头多出两位英文字母。',\n",
       " '抢购，看着是真酒',\n",
       " '近来茅台紧俏，在京东抢了几次没抢到。这次限购，终于入手。',\n",
       " '市场上买不来，京东来抢购。就是对的遗憾不能证件买。总之好评。',\n",
       " '太太太难抢了，包装看起来很不错，就是没有袋子，打算送人的，这可怎么办',\n",
       " '好容易抢到两瓶，17年7月的酒~']"
      ]
     },
     "execution_count": 756,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含\"抢”的评论 \n",
    "content_3=[] \n",
    "for i in content: \n",
    "    if \"抢\" in i or '预约' in i: \n",
    "        content_3.append(i)\n",
    "len(content_3)/len(content)\n",
    "content_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 757,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06392199349945829"
      ]
     },
     "execution_count": 757,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "['女儿出生喝了一瓶，屯一瓶补上',\n",
       " '非常不错的酒，值得收藏',\n",
       " '又抢了一瓶凑成了两瓶。现在茅台酒厂投放市场量大了怎么还是这么难买。',\n",
       " '酒不错是正品，买来收藏的，太难买了了，抢购的。',\n",
       " '第四次买了，放心',\n",
       " '飞天茅台啊，京东买还是比较放心的吧',\n",
       " '还没喝，相信京东，珍藏',\n",
       " '哈哈，买的很划算的，现在还屯着，慢慢喝',\n",
       " '不错，验证了，茅台酒厂发的货！存着，家里还留了一张15年，两箱16年的呢。',\n",
       " '好不容易才抢到一瓶、想都抢几瓶没能抢到、茅台这营销也是没谁了、本人又不怎么喝酒、也没验真假相信京东自营、存着过年接待亲朋好友！',\n",
       " '挺好，很方便，京东送货的放心，，，，',\n",
       " '发货太快了   应该是真的  防伪码查询是真的  各种验证都是真的   和从茅台专营店一起买的   那边还没有发货呐  这边都到了  这个就收藏了',\n",
       " '好酒，收藏了',\n",
       " '酒不错，就是比较贵，一直想买了收藏，结果价格越来越高就搁置了，现在最贵了，却买了一想，但是单瓶抢的还不给手提袋，真是服了',\n",
       " '相信京东，这东西存放味道更好，放两年喝',\n",
       " '赶在有货就买了一波，非常不错值得收藏',\n",
       " '在京东购物一如既往地让人放心，就是涨价太多。给好好评吧！',\n",
       " '9月9抢购两瓶飞天现在飞天茅台酒53度太难抢了。京东包装简陋了点还好酒没渗漏完好无缺，存储起来以后喝。',\n",
       " '还是不错，快递飞快，尝尝民族精品，以前主要以浓香型为主，现在品品这个看是啥感觉，放一瓶在车上，醉驾被交警查了应该不会处罚。。。。。。。。。',\n",
       " '和此卖家交流，我在京东买了这么多年，所谓阅商无数，但与卖家您交流，我只想说，老板你实在是太好了，你的高尚情操太让人感动了，本人对此卖家之仰慕如滔滔江水连绵不绝，海枯石烂，天崩地裂，永不变心。交易成功后，我的心情是久久不能平静，自古英雄出少年，卖家年纪轻轻，就有经天纬地之才，沧海桑田50年，神州平地一声雷，飞沙走石，大雾迷天，朦胧中，花见花开，人见人爱，这位英雄手持双斧，二目如电，一斧下去，混沌初开，二斧下去，女娲造人，三斧下去，小生倾倒。实乃国之幸也，民之福，人之初也，怎不叫人喜极而泣看着交易成功，这么好的卖家，如果将来我再也遇不到了，那我该怎么办？直到我毫不犹豫地把卖家的店收藏了，我内心的那种激动才逐渐平静下来，可是我立刻想到，这么好的卖家，倘若别人看不到，那么不是浪费心血吗？经过痛苦的思想斗争，我终于下定决心，牺牲小我，奉献大我。我要以此评价奉献给世人赏阅，我要给好评评到所有人都看到为止！',\n",
       " '不知道好不好喝，反正是收藏。',\n",
       " '竟然涨价 还要预定 \\n如果你看到这段文字 说明此物应该在85分以上 因为实在买了太多的东西 又要写满10个字才有京豆 我就懒得写 复制粘贴了\\n但是 请放心 如果东东不好 我是不会偷懒 一定会如实反应的',\n",
       " '很好，相信京东的品质，先存起礼物。',\n",
       " '给女儿买的 我要存放二十年',\n",
       " '收到货啦！一条香烟盒大小，共250mL，太贵了吧，收藏啦！',\n",
       " '发货的速度真的是非常的快，我很快的就收到了这次购买的宝贝，商品包装的非常严实，收到后包装没有发现任何破损。这茅台酒虽然还没有喝，但是从外观上看起来应该很不错，是正品，比较满意，这件商品我先留存，，下次要是需要的话可以再来买',\n",
       " '一直信任京东茅台，这次都是新日期，放几年在喝',\n",
       " '很好，验证了是真货，相信京东自营，放几年再喝！！！！！',\n",
       " '真的，绝对是真的。和我在茅台酒厂喝的60年陈酿一个味儿！各位请放心购买',\n",
       " '应该是真品吧，存着吧。今年8月的。',\n",
       " '看上去不错，相信是真的吧。我们小百姓也没地方信任了，超市都有很多假茅台，也只能信任京东和**这样的大电商自营了。有权的人造成买茅台都不放心。',\n",
       " '不错，是正品，在京东自营购物买得放心，喝的放心。',\n",
       " '刚刚到货 物流还是很给力的 放几天再试试',\n",
       " '就不错是真的，还没喝，不知道味道怎样。应该是正品 太新了 要放一放',\n",
       " '茅台酒一天一个价，相信京东卖的是原厂的，放两年再喝。',\n",
       " '没想到能买到两瓶茅台，相信不是假货，先放着吧。',\n",
       " '还是自营的比较放心，吃口还行',\n",
       " '机会难得，好不容易抢到一瓶，留着收藏。',\n",
       " '老公买的，准备收藏用的，还不错哦！',\n",
       " '国酒茅台，品质保证，次高端都涨了，国酒良心放量',\n",
       " '好东西，值得拥有。京东配送及时，很放心。',\n",
       " '用App验证，真货！终于放心了！',\n",
       " '正品 京东商城买东西放心',\n",
       " '贵重物品，因为临时没接到电话，快递员就将快递随便放到公共场所，京东发来的验证码根本没有用。本来是因为信任才在京东买，这种情况也不知道这酒是不是真的，有没有被调换&hellip;&hellip;',\n",
       " '国酒茅台最高品质，终于能抢到了，存下来放着。',\n",
       " '国酒茅台，抢了好久终于有现货了，买回来先存着吧',\n",
       " '京东买了很多次酒了，很是放心',\n",
       " '说实话，现在买茅台酒堪比买彩票，实在是太难买到了。京东自营比较放心，买到全凭运气',\n",
       " '53度飞天，如今变成紧俏商品，能抢到一瓶都很不容易，多亏9.9酒水节放了货。初步看上去不假，还没有验真，20170808生产，批号2017-011，编号Ao28979，这个编号与之前2月份喝的不同，前头多出两位英文字母。',\n",
       " '京东买的茅台不真，瓶子不对，颜色较暗，商标放大后不对，一直信任的京东让我无语',\n",
       " '这酒不是用来喝的，是用来送礼和收藏的',\n",
       " '第一次在京东购买飞天茅台，价格比实体店贵几*，现在市场上假的太多不放心，信赖京东，贵就贵点有价值！快递小哥服务很到位，非常好！',\n",
       " '53度飞天茅台价格涨得太快了 先买来存放着不知春节会不会降',\n",
       " '京东的酒送货很快，而且快递师傅态度不错，很自豪，认为京东的东西放心，听了这些，有点小激动，京东不要辜负了大家对你的期待。',\n",
       " '包装完好，收藏起来',\n",
       " '送货及时，保存也好',\n",
       " '非常好，只是没有送出去，因为不许空运台湾，只能慢慢放着，放成陈年老酒吧。',\n",
       " '没喝，买来放，希望是正品',\n",
       " '这么贵的酒赞了一年多的工资终于买了两瓶，喝了一瓶，真香，以前从来没喝过这么好喝的酒啊，第一次喝啊，激动的热泪盈眶啊。另一瓶已存，相信京东超市，应该是真的吧。哈哈。好评下']"
      ]
     },
     "execution_count": 757,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选包含\"藏”等的评论 \n",
    "content_4=[] \n",
    "for i in content: \n",
    "    if \"藏\" in i or '屯' in i or '存' in i or '放' in i: \n",
    "        content_4.append(i)\n",
    "len(content_4)/len(content)\n",
    "content_4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 758,
   "metadata": {},
   "outputs": [],
   "source": [
    "#文本数据格式转换 \n",
    "word_str = ''.join(content) \n",
    "#提取文字关键词 \n",
    "word_rank=jieba.analyse.extract_tags(word_str, topK=100, withWeight=True, allowPOS=()) \n",
    "#转化为数据表 \n",
    "word_rank = pd.DataFrame(word_rank,columns=['word','rank']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 759,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>京东</td>\n",
       "      <td>0.391494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>不错</td>\n",
       "      <td>0.229637</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>正品</td>\n",
       "      <td>0.225067</td>\n",
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       "      <td>茅台</td>\n",
       "      <td>0.129229</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>包装</td>\n",
       "      <td>0.106895</td>\n",
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       "      <th>8</th>\n",
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       "      <td>应该</td>\n",
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       "      <th>11</th>\n",
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       "      <td>好评</td>\n",
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       "      <td>国酒</td>\n",
       "      <td>0.054665</td>\n",
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       "      <th>14</th>\n",
       "      <td>速度</td>\n",
       "      <td>0.053839</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>质量</td>\n",
       "      <td>0.051978</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>快递</td>\n",
       "      <td>0.051153</td>\n",
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       "      <th>18</th>\n",
       "      <td>真的</td>\n",
       "      <td>0.048550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>东西</td>\n",
       "      <td>0.047011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>收到</td>\n",
       "      <td>0.046990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>很快</td>\n",
       "      <td>0.044921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>两瓶</td>\n",
       "      <td>0.041759</td>\n",
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       "      <th>23</th>\n",
       "      <td>值得</td>\n",
       "      <td>0.041274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>价格</td>\n",
       "      <td>0.040782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>品质</td>\n",
       "      <td>0.038463</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>一瓶</td>\n",
       "      <td>0.038407</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>没有</td>\n",
       "      <td>0.038322</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>就是</td>\n",
       "      <td>0.037969</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>真品</td>\n",
       "      <td>0.037572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.016820</td>\n",
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       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>还好</td>\n",
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       "      <th>72</th>\n",
       "      <td>实惠</td>\n",
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       "      <th>73</th>\n",
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       "      <td>味道</td>\n",
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       "      <td>0.015425</td>\n",
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       "      <th>76</th>\n",
       "      <td>第一次</td>\n",
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       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>挺快</td>\n",
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       "      <th>83</th>\n",
       "      <td>商品</td>\n",
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       "      <th>84</th>\n",
       "      <td>货真价实</td>\n",
       "      <td>0.013774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>还行</td>\n",
       "      <td>0.013601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>挺不错</td>\n",
       "      <td>0.013308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>优惠</td>\n",
       "      <td>0.013051</td>\n",
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       "    <tr>\n",
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       "      <td>有点</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>配送</td>\n",
       "      <td>0.012699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>真酒</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>10</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>此宝</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>一如既往</td>\n",
       "      <td>0.012565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>帮别人</td>\n",
       "      <td>0.012474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>超市</td>\n",
       "      <td>0.012336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>假酒</td>\n",
       "      <td>0.012239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>还会</td>\n",
       "      <td>0.012153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>保证</td>\n",
       "      <td>0.011955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>现在</td>\n",
       "      <td>0.011821</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      word      rank\n",
       "0       京东  0.391494\n",
       "1       不错  0.229637\n",
       "2       正品  0.225067\n",
       "3       茅台  0.129229\n",
       "4   hellip  0.119842\n",
       "5       包装  0.106895\n",
       "6       物流  0.080136\n",
       "7       相信  0.070692\n",
       "8       送货  0.069347\n",
       "9       应该  0.063432\n",
       "10      非常  0.058639\n",
       "11      自营  0.058353\n",
       "12      好评  0.058121\n",
       "13      国酒  0.054665\n",
       "14      速度  0.053839\n",
       "15      质量  0.051978\n",
       "16      快递  0.051153\n",
       "17      好好  0.050314\n",
       "18      真的  0.048550\n",
       "19      东西  0.047011\n",
       "20      收到  0.046990\n",
       "21      很快  0.044921\n",
       "22      两瓶  0.041759\n",
       "23      值得  0.041274\n",
       "24      价格  0.040782\n",
       "25      品质  0.038463\n",
       "26      一瓶  0.038407\n",
       "27      没有  0.038322\n",
       "28      就是  0.037969\n",
       "29      真品  0.037572\n",
       "..     ...       ...\n",
       "70      给力  0.016820\n",
       "71      还好  0.016425\n",
       "72      实惠  0.016372\n",
       "73      便宜  0.015909\n",
       "74      味道  0.015481\n",
       "75      朋友  0.015425\n",
       "76     第一次  0.015063\n",
       "77      没喝  0.014717\n",
       "78      多次  0.014574\n",
       "79      好喝  0.014556\n",
       "80      挺快  0.014408\n",
       "81      评价  0.014244\n",
       "82      还是  0.014015\n",
       "83      商品  0.013942\n",
       "84    货真价实  0.013774\n",
       "85      还行  0.013601\n",
       "86     挺不错  0.013308\n",
       "87      优惠  0.013051\n",
       "88      有点  0.012800\n",
       "89      配送  0.012699\n",
       "90      真酒  0.012615\n",
       "91      10  0.012615\n",
       "92      此宝  0.012615\n",
       "93    一如既往  0.012565\n",
       "94     帮别人  0.012474\n",
       "95      超市  0.012336\n",
       "96      假酒  0.012239\n",
       "97      还会  0.012153\n",
       "98      保证  0.011955\n",
       "99      现在  0.011821\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 759,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看关键词及权重 \n",
    "# word_rank.sort('rank',ascending=False)\n",
    "word_rank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 760,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>不错</td>\n",
       "      <td>0.229637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>正品</td>\n",
       "      <td>0.225067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>茅台</td>\n",
       "      <td>0.129229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hellip</td>\n",
       "      <td>0.119842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>包装</td>\n",
       "      <td>0.106895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>物流</td>\n",
       "      <td>0.080136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>相信</td>\n",
       "      <td>0.070692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>送货</td>\n",
       "      <td>0.069347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>应该</td>\n",
       "      <td>0.063432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>非常</td>\n",
       "      <td>0.058639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>自营</td>\n",
       "      <td>0.058353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>好评</td>\n",
       "      <td>0.058121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>国酒</td>\n",
       "      <td>0.054665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>速度</td>\n",
       "      <td>0.053839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>质量</td>\n",
       "      <td>0.051978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>快递</td>\n",
       "      <td>0.051153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>好好</td>\n",
       "      <td>0.050314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>真的</td>\n",
       "      <td>0.048550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>东西</td>\n",
       "      <td>0.047011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>收到</td>\n",
       "      <td>0.046990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>很快</td>\n",
       "      <td>0.044921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>两瓶</td>\n",
       "      <td>0.041759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>值得</td>\n",
       "      <td>0.041274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>价格</td>\n",
       "      <td>0.040782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>品质</td>\n",
       "      <td>0.038463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>一瓶</td>\n",
       "      <td>0.038407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>没有</td>\n",
       "      <td>0.038322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>就是</td>\n",
       "      <td>0.037969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>真品</td>\n",
       "      <td>0.037572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>满意</td>\n",
       "      <td>0.036081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>给力</td>\n",
       "      <td>0.016820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>还好</td>\n",
       "      <td>0.016425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>实惠</td>\n",
       "      <td>0.016372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>便宜</td>\n",
       "      <td>0.015909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>味道</td>\n",
       "      <td>0.015481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>朋友</td>\n",
       "      <td>0.015425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>第一次</td>\n",
       "      <td>0.015063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>没喝</td>\n",
       "      <td>0.014717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>多次</td>\n",
       "      <td>0.014574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>好喝</td>\n",
       "      <td>0.014556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>挺快</td>\n",
       "      <td>0.014408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>评价</td>\n",
       "      <td>0.014244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>还是</td>\n",
       "      <td>0.014015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>商品</td>\n",
       "      <td>0.013942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>货真价实</td>\n",
       "      <td>0.013774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>还行</td>\n",
       "      <td>0.013601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>挺不错</td>\n",
       "      <td>0.013308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>优惠</td>\n",
       "      <td>0.013051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>有点</td>\n",
       "      <td>0.012800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>配送</td>\n",
       "      <td>0.012699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>真酒</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>10</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>此宝</td>\n",
       "      <td>0.012615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>一如既往</td>\n",
       "      <td>0.012565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>帮别人</td>\n",
       "      <td>0.012474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>超市</td>\n",
       "      <td>0.012336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>假酒</td>\n",
       "      <td>0.012239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>还会</td>\n",
       "      <td>0.012153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>保证</td>\n",
       "      <td>0.011955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>现在</td>\n",
       "      <td>0.011821</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      word      rank\n",
       "1       不错  0.229637\n",
       "2       正品  0.225067\n",
       "3       茅台  0.129229\n",
       "4   hellip  0.119842\n",
       "5       包装  0.106895\n",
       "6       物流  0.080136\n",
       "7       相信  0.070692\n",
       "8       送货  0.069347\n",
       "9       应该  0.063432\n",
       "10      非常  0.058639\n",
       "11      自营  0.058353\n",
       "12      好评  0.058121\n",
       "13      国酒  0.054665\n",
       "14      速度  0.053839\n",
       "15      质量  0.051978\n",
       "16      快递  0.051153\n",
       "17      好好  0.050314\n",
       "18      真的  0.048550\n",
       "19      东西  0.047011\n",
       "20      收到  0.046990\n",
       "21      很快  0.044921\n",
       "22      两瓶  0.041759\n",
       "23      值得  0.041274\n",
       "24      价格  0.040782\n",
       "25      品质  0.038463\n",
       "26      一瓶  0.038407\n",
       "27      没有  0.038322\n",
       "28      就是  0.037969\n",
       "29      真品  0.037572\n",
       "30      满意  0.036081\n",
       "..     ...       ...\n",
       "70      给力  0.016820\n",
       "71      还好  0.016425\n",
       "72      实惠  0.016372\n",
       "73      便宜  0.015909\n",
       "74      味道  0.015481\n",
       "75      朋友  0.015425\n",
       "76     第一次  0.015063\n",
       "77      没喝  0.014717\n",
       "78      多次  0.014574\n",
       "79      好喝  0.014556\n",
       "80      挺快  0.014408\n",
       "81      评价  0.014244\n",
       "82      还是  0.014015\n",
       "83      商品  0.013942\n",
       "84    货真价实  0.013774\n",
       "85      还行  0.013601\n",
       "86     挺不错  0.013308\n",
       "87      优惠  0.013051\n",
       "88      有点  0.012800\n",
       "89      配送  0.012699\n",
       "90      真酒  0.012615\n",
       "91      10  0.012615\n",
       "92      此宝  0.012615\n",
       "93    一如既往  0.012565\n",
       "94     帮别人  0.012474\n",
       "95      超市  0.012336\n",
       "96      假酒  0.012239\n",
       "97      还会  0.012153\n",
       "98      保证  0.011955\n",
       "99      现在  0.011821\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 760,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_rank.drop(word_rank.index[[0]], inplace=True)\n",
    "word_rank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 761,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "word_rank.to_csv(r'data/word_rank.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 762,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'24小时内送达，没喝看着挺不错。女儿出生喝了一瓶，屯一瓶补上Chjzhhdixuhdkdfjxdisyiaygtyteuffhxh一直在京东买酒，但茅台是第一次，物流迅速，真品无疑，当着快递小哥的面，开箱检查，挨瓶确认没有撒漏，毕竟一千多一瓶呀，一定好评。到货及时，质量暂不去评价，还没品尝，相信大牌。酒很不错，速度快，是正品。很好的宝贝，已经购买超过50次了，正品，30天内必定发货，很香，包装很严实，顺丰发货，保证质量快递送货迅速，商品质量不错。真酒，没错的茅台国酒，值得拥有不错，物流速度很快，应该是正品。京东的速度真的是一级棒啊，昨下午下单，今儿一早就送来了。还没尝试，应该是正品。快 真货 满意款式好看。又舒服。很有档次。没有选错。全5分。全都送完了，不错不错包装的挺好的，一早就送过来了。\\n不过是新酒，17年才产的，希望国酒要保持其个性啊一直在京东买，比较信任很好！物流快，服务态度要得，质量很好，家人喝过后都说味道不错，建义大家选用。不错，的确是真品！不错，就是等待的时间有点长酒不错，到货速度快，是正品。好不容易抢到的，希望是正品没问题，特别棒！没毛病很满意的一次购物。值得赞一下。物流很给力！！！东西很不错，价格也可以，物流也比较快，总之很满意，看。货物的质量很好。卖家的服务也很好给好评非常不错的酒，值得收藏质量不错。速度也挺快包装完整 礼品袋包装不好又买几瓶，过节喝，买酒想得京东自营。感觉不错，外观很好，无法品尝。棒棒哒～晚上用 中午买 够给力的京东～下次还来买过年买的送礼。就是没有验酒器，不过拿去查了 真品国酒茅台终于不用抢购了有点贵，bucuo产品不错。值得信赖。9号下的单，10号就收到了，京东配送就是快，已验防伪，还没有喝，应该是真的，相信京东不会卖假酒。收到了，应该是正品，快递态度好质量非常好，与卖家描述的完全一致，非常满意,真的很喜欢，完全超出期望值，发货速度非常快，包装非常仔细...拿茅台验酒器验了正品，京东价格便宜，9月月日抢到的。抢到一瓶，价格涨了很多。信任京东。好，特别快收到质量不错，值得购买。逢年过节 馈赠亲友 少不了啊  国酒茅台 jd包装还可以 就是漏发手提袋 怎么破？难得抢到了几瓶，配送高效及时。飞天茅台，这应该是真货，价格适中，送货奇快无比，质量有保障，值得推荐。应该是真的好的，好的，好的，好的。不错，速度快！物有所值。不错。跟描述没区别，会继续关注的又抢了一瓶凑成了两瓶。现在茅台酒厂投放市场量大了怎么还是这么难买。太棒了6666非常好。应该是真品，相信京东酒不错是正品，买来收藏的，太难买了了，抢购的。国酒精品，品味高尚，我们办婚宴首选质量好 划算 非常喜欢以后还会来！相信京东自营的进货渠道。在京东买过很多次了，虽然在价格上没有优势，但保真就好。不错  不错，中秋节可以喝喽！便宜又实惠。东西很好。我很喜欢好酒，终于抢到了东西不错，赞一个先~~~~~~~东西收到了商家还是挺不错的昨天订货，今天就收到挺好！今天收到了，快递怪给力，还没喝不知道质量怎么样正品，发货速度快，价格比超市便宜京东自营，非常好。。。。。。。。。。。。。。终于抢到一瓶，这年头也就它还需要抢了?好评好评好评好评好评好评。看着还是不错的。回去试下。再来追评！物流快，服务态度要得，质量很好，喝起来感觉是真品，建义大家选用。信赖京东，才从京东买。产品质量符合这个价格。不错。喜欢！产品质量很好。我老公很喜欢。真货。比超市里便宜。好评！哈哈哈哈哈哈哈哈哈哈不错不错，肯定是正品。还可以。跟介绍差不多酒不错就是一直涨价一直信任京东，喝了以后再来评价。过年过节送礼首选，品质杠杠滴买来送人的，自己还没喝，不确定，价格炒的太高了嗯嗯嗯嗯嗯嗯嗯嗯嗯嗯嗯嗯质量也很好！速度也很快！很喜欢飞天茅台，无敌神酒，良心产品，十分感谢京东商城！还可以的！送货快 相信京东的信誉没喝不知道真假，相信京东666666666送人的，好用好用好用??(ˊ&omega;ˋ*)??&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;&hellip;酒买来送人了，还没听到反馈意见。京东自营的商品应该值得信赖包装不错，经常买来招待买了很多瓶了，正品Convenient, efficient, very good.质量看不出好坏，不像茅台商城的可以追溯。希望京东改善一下。收到，包装完整无溢漏送丈人的礼物，丈人还是很高兴的啊哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈物流强大 酒也是真 值得购买最不满意的就是发票了， 买了这么多次酒。已经有2次收到发票模糊，看不清楚抬头跟金额的了，补个发票，广州周六寄出现在都还没到，还京东快递呢真是好货，钢钢滴！钢钢滴！物流也很给力，小哥服务很棒，点赞！性价比还是蛮高的得好好关注刚刚收到.........礼品袋   适用于茅台 飞天酒比实体店便宜，方便，还送到家！酒是收到了！够速度~也喝了~没尝出什么特别之处~也不像传说中得茅台~待坚定真假！京东的商品一直值得信赖OK看看还行，就是价格还是贵了一点。刚刚收到，看着应该是真品，过年喝了在验证吧！太抢手了  真难买  国货的骄傲吾等砖石PLUS消费京东商城数十载，深知各产品琳琅满目、然，唯此自营宝物与众皆不同，为出淤泥之清莲，使吾为之动容，心驰神往，以至茶饭不思，寝食难安，辗转反侧无法忘怀，于是乎紧衣缩食，凑齐银两，东哥之热心、快递员之殷切，无不让人感激涕零，可谓迅雷不及掩耳盗铃儿响叮当仁不让世界充满爱，待打开包裹之时顿时金光四射：屋内升起七彩祥云，处处皆是祥和之气。吾惊讶之余甚是欣喜若狂，呜呼哀：哉！此JD宝乃是天上物，人间又得几回求！遂沐浴更衣，焚香祷告后与人共赏此宝，人皆赞叹不已，故生此宝物款型及做工，超高性价比之慨且赞吾独具慧眼与时尚品位，产品介绍果然句句实言，毫无夸大欺瞒之嫌，实乃大家之风范，忠义之好商家！这个商品还真好，非常喜欢，也很欣赏京东的售后服务和配送速度真的不错，买东西就在京东买，选自营没有错，更多正品保障、更多售后保障、更快到货和退换速度无人能敌，看！天下网购发货速度谁最快？答京东商城。售后服务谁最好？答：京东商城。配送服务谁最强？答：京东商城。品质保障谁最棒？答：京东商城！正所谓：要问电商哪家强，中国网购数我大京东。问君为何购物在京东？因我211限时不赖值得购买，送货速度很快，包装完好总的来说还不错。价格蛮合理的京东速度就是快，过年一直缺货，茅台涨得凶安全。应该是正品，我不会喝酒，喝过几次都这个味，不烧口，不上头应该是真货，2次购买生产日期不一样，2017.5抢购的，还是不错的正品，但京东比茅台旗舰店贵了很多送货及时，应该是真酒，相信京东，但礼品袋子竟然给了一个迎宾酒的礼品袋子，让人失望，工作不严谨，提出批评。男朋友买了送爸爸的，还可以。第一次网上买这么贵的酒，东西不错，物流很快。每次购物都在京东  送货上门  质量保证  值得一赞！相信京东自营挺好的。颜色很正。大小合适。下次还会光临赞赞赞难得能买到茅台，不知真假已多次购买了，是正品，相信京东不错！京东物流很好！很快！货不错，正品，就是发货的不人性化，两瓶应该带个袋子。不错的选择，国酒，先留着后面再喝应该是正品吧货还没到，我评价啥？东西收到了质量应该没问题我是唯一一张呀人做最人做最肉网是在真是名酒，京东品质，服务好，喜欢京东okokokokokokokokokokokokokok第四次买了，放心还行，还行，在JD买习惯了，方便收到，不错挺好的！送礼自用都不错。我了个去，京东大牛啊，说到做到，抢购飞天茅台，昨天下的单，今天就收到货了。说到做到不玩虚的，其它电商，看看吧。相信京东自营，多花钱多信任！！！！！ok挺好，就是包装看着简陋，五粮液包装更精致。想说买你自真的不容易，抢了很多次才抢到，还好吧&hellip;&hellip;挺好不错不错不错不错不错不错不错不错不错不错不错不错还没喝，不知道真假，京东直营，应该是真的。还是不错的很好，就是买两瓶没带礼品袋。还是不错好东西，总算抢到了国酒茅台，正品茅台，人人爱戴，我之最爱！帮朋友买的物流很快，应该是正品一直喜欢京东商城专营店，值得信赖，多次购买了，非常不错，快递小哥服务态度好！就是太难抢朋友买的。东西很好！---------包装漂亮，好喝不上头，不错的一款酒擦擦擦擦啊啊啊啊啊啊啊啊啊啊啊还不知道真假，喝了才知道！包装没问题，想信京东自营的品质看不出真假，希望是真的。发货很快，还有发票！希望是真的吧！就这样子啦?赞?这个店铺 勾结 套现白条的人一同骗取客户钱，店铺自己发货给自己 选择货到自提，然后把客户拉黑的做法，这种人每天时时刻刻要注意随时都可能秒亡！hhhhhhhj京东自营商品，物流快捷，价格优惠值得拥有！用NFC验证真假，显示&ldquo;未检测到信息，请对准FRlD感应区&rdquo;，不知道是不是真的fggdhhggmhfnn送货速度很快，转天就到，包装很好，没有漏酒现象，用扫码器验过，是茅台正品，相信京东自营！给个好评吧，酒已经收到，还没有喝！京东超市物美价廉，物流很快，东西有保证，已经习惯在这里买东西了。不错还行吧不错还行吧物流挺快，东西正品，下次还要抢购。哈哈哈哈或或或或或或或或或或或或或或不错，比较满意，京东送货速度快，商品质量有保障，退换货方便，还会继续光顾。京东速度绝对第一，昨天夜里抢到下单，今天上午就收到了！至于酒包装有点旧，不过不重要，只要酒是真品就行。网上传闻现在连防伪芯片都能造假，略有点担心，但是绝对相信东哥以及他团队的打假能力！！！特意去了下专卖店，确认是正品好好好好好好好好好好好好好好好好好好好好好好好很不错，下次继续购买物流快，品质好！质量也很好。非常愉快地一次购物又好又快，选择京东没错的。唯一遗憾的是抢不到整箱的包装完好，感觉是正品！就是价格涨得飞快！相信京东自营的东西很好！送货速度不是一般块！相信京东！还没喝，应该不会是假货吧正品，相信京东自营。飞天茅台啊，京东买还是比较放心的吧真货晴晴晴晴晴晴晴晴还没喝，相信京东，珍藏质量很好。大小适合。5分。好好好好真品，不错！就是没带手提袋，小遗憾！一直在京东买茅台，很不错。就是最近一直在涨价买了几次了，确是真品物流很快、一直担心怕碎、包装的很好！选大品牌没错还不容易抢到一瓶，加上苏*和茅台官方的总共3瓶，还缺3瓶，任重道远呀物流速度很快，但是箱子里的袋子没了，很遗憾。非常好。挺喜欢的。价格还可以没喝呢！喝完评价，快寄很快酒没问题，杯子碎了还没喝，应该是正品，相信京东自营！还没喝，应该是正品，相信京东自营！还没喝，应该是正品，相信京东自营！好喝的不得了，是正品，快递给力两天就到o物流快，东西优惠，下次会再买收到货物，没有手提袋，比较不悦！希望是真品，相信京东！京东啊你妹啊，你觉得这样好吗？绝对假酒啊，谁想买可以先买一瓶尝尝，请别人吃饭你这假酒丢人呐物流很快，品质保证。昨天终于抢到了，抢了四五次了，功夫不负有心人，老婆也抢到一瓶。幸福的感觉。东西收到了，非常满意。这东西太难抢了哎！相信京东的东西真。接着来继续抢着&hellip;&hellip;过户功夫胡歌v好几个v韩剧差几个才不会vv聚京东自营飞天茅台已经到货，酒是没的说，绝对保真！！哈哈，买的很划算的，现在还屯着，慢慢喝终于抢到一瓶，真不容易啊！包装完好，没有验酒器。不错，验证了，茅台酒厂发的货！存着，家里还留了一张15年，两箱16年的呢。货真价实，满意的一次购买一直在京东买东西，送货速度快，货品的保真，相信京东送到了 很快 抢起来不容易 主要靠手气做工真的很好,快递很快,还不错xwryshfgjgfjgfjghjmbnbjgjg好酒好店茅台酒，好酒！中秋节要到了，抢了5瓶，你懂的！！！还有，京东物流就是快！分辨不出是不是正品，我选择相信京东?送人的，看着挺不错的，京东自营的，应该是真的，问着味道很好。不晓得是真是假，2016的应该抢拍到一瓶包装完好，没有漏酒现象，没有鉴定相信京东是正品。好喝不上头好评，是真的，别的不用多说生产日期挺新，速度快包裹的一般且未附赠手提袋大半夜里抢购，值了。。。。。。。。。。。。。。。。很不好买，抢到一瓶，好好好好好不容易才抢到一瓶、想都抢几瓶没能抢到、茅台这营销也是没谁了、本人又不怎么喝酒、也没验真假相信京东自营、存着过年接待亲朋好友！好酒好酒就是好，外包装防护差了点茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台茅台17年8月8日的。手袋都没给。家里拿了一个就送人了。有一瓶有点漏。。。。。。。上午下单，下午就到了，看样子是真的6一直京东购买，信赖京东品质保证很好很好很好很好很好很好很好包装完好，还没喝，不知道是不是正品。物流够快，那防伪器验证，是真货挺好，很方便，京东送货的放心，，，，比官方旗舰店快很多，当天就发货了。非常不错。非常好的卖家！东西已经拿到了速度非常快。可惜没有礼品袋。等吃了喝了在评价好不容易抢到一瓶茅台，还没验证，看上去是正品，相信京东吧，应该不会有假，给好评！包装不错 物流很给力 是不是正品就不会鉴定了。既然那么多人都选择京东 应该不会有假货吧国酒茅台，希望朋友喜欢&hellip;&hellip;相信京东，应该是正品，可惜买了两瓶也不送个袋子。不错不错！下次继续光顾！！挺好买不到送货很快的，就是一直要靠抢绝对正品！没有袋子第一次买，认准京东自营，应该无问题很好，下次再买可以。。。。。。。。。。。。。。。。。。。送人的，不知好不好，京东应该值得信赖真是好真是秒妙真是呱呱叫很好很好很好很好很好很好包装不错，还送个袋子，但是需要买两瓶，看起来像真的za是我喜欢的牌子东西不错不知道味道咋样，反正不是自己喝的。\\n物流的确很快，超乎想象！东西不错，给老婆买的，老婆很满意ffffffffffff111222333398酒是真的，很不错没送纸袋，返了1500京东豆，我自己找的纸袋送人还行，涨价真是快啊外观符合百度验证标准，但不懂瓶盖喷码为何不一样的字体确实好非常不错。颜色和质量都很好。性价比非常的高。值得购买。下次再来！。。。。。。。。。。。。。。。。京东常客，物流没得说，质量有保证，优惠力度也大。还好发货速度很快，质量好，好评！发货太快了   应该是真的  防伪码查询是真的  各种验证都是真的   和从茅台专营店一起买的   那边还没有发货呐  这边都到了  这个就收藏了宝贝收到了，喝后再追评！还没有打开，但是看包装应该是没有错！希望是正品，还是第一次在京东买国酒！不错，应该是正品，而且很新鲜，竟然是今年七月的&hellip;&hellip;正品没问题，相信京东自营。好评！多次购买了，相信自营品质，送货也有保障家里人自己喝了，感觉是真的9月9号，果断下手付款。货到了，应该是真货，还没去检验，但相信大公司没必要为一千多东西造假，相信京东自营是个品牌，不要砸自己牌子，现在社会信任太少第二瓶53度，和第一瓶比包装没啥变化，缺憾就是两瓶分开买的没有送袋子。好不容易才抢到的一瓶，相信京东，肯定正品东西很好，包装也好，暂时没有发现漏酒hao挺舒服的。还不错啊啊啊不知真假，先买两瓶试试。好酒，收藏了酒不错，就是比较贵，一直想买了收藏，结果价格越来越高就搁置了，现在最贵了，却买了一想，但是单瓶抢的还不给手提袋，真是服了单独纸盒包装，没有渗漏。酒是正品，送货快，好！正品行货，在京东买东西，速度太快了！！！！为京东点赞！！！服务好！！！抢的不容易啊！包装太差了，就一个纸盒，里边的酒盒子都挤扁了。自营的应该没问题吧怎么没有礼品袋啊，我送人拿什么袋装完好，快递给力，相信京东，应该是正品！速度真快，希望是真的送货速度很快，酒也不错已收货还未品赏，目前还不错，关键看以后喝过的情况！价格高了，年前价格优惠很多。。。。买过几次了，不错。应该是正品！速度超快，今天买，第二天早上到了。相信自营的品质有保证，价格略高。第一次网购，服务质量上乘。遗憾就是没有发票。给力，比实体店方便包装不严谨，就是随便装好就算了，毕竟是千把块的货吖想说爱你，得到却不容易。希望不要这么难购买。?满意京东，京东满意。1234567890京东的服务也太差了，购茅台酒连个袋子也不给（故意的？！），只有2瓶酒！！！！！！是真的一波三折的购物体验 先是漏发一瓶酒 后边是等了快一个月最后等来一句没货了 还好京东给了满意的答复 希望这种事不要再发生了 耽误事~~~东西不错，物有所值，下次还买非常好！！！！！！！！当天到货，京东物流就是快国酒就是国酒，没得说，就是最近价格上来了，有点贵。物流很快。东西也很好、全五分！刚收到，包装有点单薄。京东自营，质量保证，快递给力！总体说是不错的的。价格实惠怎么没有大纸袋。。。。。。。。。。。宝贝收到了，包装很好，里面看了看也很好，就等着品尝呢。价格不错，就是太难买了不错。。。。。。。。。。。质量不错。包装很严实。给个好评。这次抢到两瓶。这几天看了看，好像随时都有货了！给力，就是这么任性前一天抢购的茅台酒不错，是正品。东西不错、满意京东服务。帮同事买的。同事很喜欢。好评！包装很严密也没有敏感字眼不错抢了4个月，终于抢到了这款名酒。送货快，包装好，一切都周全如意还不错，包装很好细节处理得很好。质量、材质都很好。第|次买这么贵的酒不错的东东2466333京东自营的就是快，非常感谢快递小哥。hhhhhhhhhhhhh一直在京东上买东西，很方便，但是现在服务有点跟不上了。。。。。。。。。。，，，，。。。。。。。。。。。。。。买了没用上，不能退货。品质未变，价格越来越高了。东西不错！先给个好评，东西要过段时间再恰&hellip;&hellip;涨价好快，几乎是一天一个价，第三天变成无货酒包装的很完整没有漏 很是满意用NFC手机，下载软件，扫描瓶盖显示第一次查询，是正品。酒香纯正，送给老爸的新年礼物，他老人家非常喜欢！真的gggggggggggh今年的茅台，多年的味道！好的哥们来买吧，机会难得游戏了物流速度很快，酒不错000045566送货很快，东西还不错，一如既往的好。包装盒上没有防伪封贴吗？挺快的，质量也不错，还有赠品。正品 没错用四个账号买了20瓶，京东小哥送来后检查了一下包装都没有损坏还是很满意的。唯一的遗憾就是20瓶茅台竟然没一个袋子。把茅台分成两份打包好留个几年再喝??东西还不错。性价比高。看着不错，信任京东应该是正品包装太简陋，但是真的！京东的应该信得过值得信赖的购买渠道，省心省事扫条形码显示非原装？1111111第一次在京东买茅台，感觉不错，就是不知道是不是真的，相信京东送货速度快，真品正品，好米呀咩事了嘛滚完了吧你啥时候回来呀！少买了一瓶。稀缺资源抢到不容易。自己不喝，拜师用。正品、酱香浓郁、醇厚、物流配送快，服务好！酒没有问题，也没有漏酒，京东还是非常不错的！买了几次3，相信京东商城品质，送货小哥辛苦了。东西不错的，喝完了才评价666666666666666666交货很快，酒还没有喝，看包装应该是真的，相信京东。国酒茅台，确实名不虚传，口味实在棒！买了几瓶，真的不错?，外面很难买到啊！价格太优惠了，正品，质量很好，京东值得信赖。非常的称心如意的购物，物流快，产品如自己所想京东自营的那个时候价格还挺好的，现在涨了很多，买的挺划算。相信京东，这东西存放味道更好，放两年喝卖家服务很好。值得大家信任。。。。。。。。。。好好好一个人生闷气，你是我最爱的人都说你是我的世界里只有你能够给我发的gyrtytrytrsytrsyhrtyryryrytr不错！京东不是物流快，而是有仓库，没必要夸酒好，很香，茅台就是茅台。看起来是真的，应该不会假吧，2017年的新酒。赶在有货就买了一波，非常不错值得收藏非常非常非常不错的酒  是正品  值得买 价格也不贵價格貴啊没有喝，不知道东西好。不错，就是没有二维码VERYGOOD。很不错。GOOD东西很好，很满意，给好评。一我向往整个大宇宙，却最爱身边的这颗小地球。京东大品牌值得信赖，喝之后再评。东西很好。很不错。物流也很给力物流挺快的，终于抢到了。............2瓶茅台不配礼品袋，且改发票麻烦，需要自己用申通等第三方快递将发票寄回去，然后才能申请改发票，包装简陋的要死，几个气泡袋搞定，什么保护的都没有，2600块的东西，能上点心吗？京东越做越差！！钻石会员的快递标准跟普通的一点差别都没有，京东垃....圾！能在天0猫上买的东西绝对不在京东买！！还行吧，多次买酒了应该是正品吧，到货的时候瓶盖顶部憋了，不过闻了闻没酒味，应该没事吧京东物流快、包装完好，喝了两瓶酒正宗。比超市便宜终于抢到了，比之前贵了11转，但是也值。京东就是快，但是这次不知怎么回事，盒子居然烂了。是仓库问题还是物流配送问题。勉强好评买来留着好朋友一起品尝，不错，速度快，竟然不是一个分7的。在京东购物一如既往地让人放心，就是涨价太多。给好好评吧！酒好价更好，茅台酒太厉害呵呵。好暂时还看不出什么问题呵呵味道不错还可以还可以还可以还可以99999999货真价实优质产品和服务京东自营的酒水，一直以来很满意，快递给力喝酒好，喝好酒，酒好喝，好喝酒。vfhfghfgjghmhgghnhgjghjgjgh9月9抢购两瓶飞天现在飞天茅台酒53度太难抢了。京东包装简陋了点还好酒没渗漏完好无缺，存储起来以后喝。品优质好，送达快捷。！！！！！！！！！！！！！！！快递速度快的简直不了想象，凌晨订单，下午就收到，超赞！ffffffffffffffffffffffff好不容易才买到两瓶，预约的整箱的还是不错，快递飞快，尝尝民族精品，以前主要以浓香型为主，现在品品这个看是啥感觉，放一瓶在车上，醉驾被交警查了应该不会处罚。。。。。。。。。可以&hellip;&hellip;和此卖家交流，我在京东买了这么多年，所谓阅商无数，但与卖家您交流，我只想说，老板你实在是太好了，你的高尚情操太让人感动了，本人对此卖家之仰慕如滔滔江水连绵不绝，海枯石烂，天崩地裂，永不变心。交易成功后，我的心情是久久不能平静，自古英雄出少年，卖家年纪轻轻，就有经天纬地之才，沧海桑田50年，神州平地一声雷，飞沙走石，大雾迷天，朦胧中，花见花开，人见人爱，这位英雄手持双斧，二目如电，一斧下去，混沌初开，二斧下去，女娲造人，三斧下去，小生倾倒。实乃国之幸也，民之福，人之初也，怎不叫人喜极而泣看着交易成功，这么好的卖家，如果将来我再也遇不到了，那我该怎么办？直到我毫不犹豫地把卖家的店收藏了，我内心的那种激动才逐渐平静下来，可是我立刻想到，这么好的卖家，倘若别人看不到，那么不是浪费心血吗？经过痛苦的思想斗争，我终于下定决心，牺牲小我，奉献大我。我要以此评价奉献给世人赏阅，我要给好评评到所有人都看到为止！第四次来京东买茅台，每次都是一箱，看着它涨价。3月2日准时送达，包装满意，真假如何待喝后评价！不知道好不好喝，反正是收藏。前期已经买过几个整箱的了，这个单瓶是帮别人买的。茅台就是口味好！味道不错，物流很快。京东就是给力，昨天下的单今天一早上就到啦没有给酒袋子包装不错，但尚未喝。123456给老爸买的，没看到。反馈说包装完好，验证也正常第一次买这酒 高端大气 物流快 保障措施也好 酒没问题 真不真就不清楚了 销售很完美 飞天?可以！送货快送货快，不错不错，真品哈哈哈哈或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或或竟然涨价 还要预定 \\n如果你看到这段文字 说明此物应该在85分以上 因为实在买了太多的东西 又要写满10个字才有京豆 我就懒得写 复制粘贴了\\n但是 请放心 如果东东不好 我是不会偷懒 一定会如实反应的物流超快，我和朋友同时抢拍，真幸运抢到了一次满意的购物。。。。。。非常不错的一次网购，正宗的飞天茅台呀！京东物流非常给力，购买十分方便牌子摆着呢，好酒不是说说而已，确实不错很好，相信京东的品质，先存起礼物。帮朋友买的。他说还不错。对得起这个价钱没有袋子，不高兴！怎么送人呢！产品质量好快递速递也很快包装完整，相信京东应该是正品吾消费京东商城数年，深知各产品琳琅满目。然，唯此宝物与众皆不同，为出淤泥之清莲。使吾为之动容，心驰神往，以至茶饭不思，寝食难安，辗转反侧无法忘怀。于是乎紧衣缩食，凑齐银两，倾吾之所有而能买。东哥之热心、快递员之殷切，无不让人感激涕零，可谓迅雷不及掩耳盗铃儿响叮当仁不让世界充满爱。待打开包裹之时，顿时金光四射，屋内升起七彩祥云，处处皆是祥和之气。吾惊讶之余甚是欣喜若狂，呜呼哀哉！此宝乃是天上物，人间又得几回求！遂沐浴更衣，焚香祷告后与人共赏此宝。人皆赞叹不已，故生此宝物款型及做工，超高性价比之慨，且赞吾独具慧眼与时尚品位。产品介绍果然句句实言，毫无夸大欺瞒之嫌。实乃大家之风范，忠义之商贾还没有喝  但是肯定是好酒抢到一瓶好开心啊！整箱的啥时候能敞开了买啊？饥饿营销可耻呢当然不可能买回就喝，但相信京东。如果有机会，还会再买。过年拿来和朋友喝的，老公喝着说不上头，应该是正品非常及时，很满意绝对物超所值。很棒。质量也很好哦。商品很好，质量很好，值得购买。确实很好！?很好，还可以。买了很多，下次礼品还来你家第一次尝试在京东选择如此贵重的白酒，包装看起来是正品吧，但是我没有喝，不知对于行家来说是否正宗呢？好给女儿买的 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已经购买多次！！很好，包装也不错，没有出现洒酒的现象，希望年底不用抢收到货啦！一条香烟盒大小，共250mL，太贵了吧，收藏啦！买了两箱了，一个字：正品第一次买，送长辈的，应该是正品性价比高。手感好。质量不错。和描述的一样。相信京东自营，看着是真品，希望也是正品。不错的购物体验。还可以。好的好的好的好的给朋友代购的。还不错。小伙伴很喜欢。9号下单，10号上午就到了。10号下午外地朋友不期而至，喝了。总体感觉还算不错。可能还会买！发货的速度真的是非常的快，我很快的就收到了这次购买的宝贝，商品包装的非常严实，收到后包装没有发现任何破损。这茅台酒虽然还没有喝，但是从外观上看起来应该很不错，是正品，比较满意，这件商品我先留存，，下次要是需要的话可以再来买质量很不错。物流也很给力。好评收到，真货，不错多快好省买了二瓶，包装纸盒打开发现没有配一个袋！且每瓶酒盒子上没有透明胶封口，可以随意拿出酒瓶来。收到了。忙还没有打开看～好评吧！会追加的～～～都涨到一千三了，觉得贵但是只要是真货就好还可以吧！还不错下次再来逛逛啊！已经买了10箱了，给老板买的，老板很满意，物流很快，服务态度也好，不错送礼不错京东物流值得信赖！包装完好，看不出异常，应该是真货！感觉很棒，非常满意。帮朋友买的帮朋友买的京东购物值得相信给予全部五星赞赞赞。强制被动选五星，强哥强，没票据哈，酒是真的。茅台，好酒，滋味不错，大家都喜欢，废话，这么贵，不喜欢会被打死吧，哈哈好酒一口胜千杯！客服非常专业、热情、素质高。这次购物很愉快。快递也不错帮别人买的。不错。还可以。人性化的服務酒香来自京东品质的保证！很不错，一直上京东买酒质量很好服务好信赖的京东商城一直购买送货及时，包装完好无损!商品品质保证!挺不错的。家里人很很喜欢货以收到，以后再字体评很不错，一如既往，希望越来越好！暂时还没开试！在家公主病是由于人体吸收食物和新鲜水果蔬菜种植水稻、是由于非常不错。物流也给力！一直信任京东茅台，这次都是新日期，放几年在喝酒是真酒送来就打开喝了、杯子碎了一个、申请售后啥都没说三天就换了、京东服务一流帮朋友买的，很不错。京东品质保证，物流也很快。好喝11111111111111111高大上的正品，值得喝~必须赞~相信JD质量好，但价格偏贵。按时到货，一如既往京东一定真的吗？感觉～～～～～抢的第二瓶，太不容易了，预约一箱，从来没抢上过，只能单瓶抢了，没有验证真伪，相信京东多次购买了，品质没问题，价格涨了外观好像是真货。没有喝，喝后再评！看着还行&hellip;&hellip;没喝不知真假很好，验证了是真货，相信京东自营，放几年再喝！！！！！非常不错，真货，赞一个送人的，价格偏高，但买的安心些。货是收到了，包装齐全，等有空再验真伪，先好评。。。。。。。。。。。。。。。。。。。飞天茅台，虽稍贵，是正品就行看着很不错，未喝礼品在哪？只有一个箱子，两瓶酒好酒。。。。。。。。。真的，绝对是真的。和我在茅台酒厂喝的60年陈酿一个味儿！各位请放心购买不错，正品哼哼唧唧举报何炅质量可靠。价格合理。用材好。值得购买。过生日自己买点喝喝庆祝的。这个茅台严重怀疑是假酒，喝的有一股酒糟的味道，和以前喝的茅台差太远了，而且有一点辣嗓子。很好很好非常好！！！质量保证正品，物流配送太快了，好好好，非常好收到货了，很满意，没有漏酒，包装严密。点赞好好享受你给的我好吗。我不是不要我怎么这么不靠谱。你在哪里？你是不是很国酒茅台，终于不用抢购了物美价廉。真不错。。。。。。。用防伪识别器看了，像是正品，但抢了两瓶没有给手提袋，不太爽，京东太牛了。给好朋友买的。质量很好。赞一个！京东是大家值得购买宝贝的地方！！！！质量非常好。手感也很好。包装也非常精美！物有所值！货收到了，物流很给力！质量不错，包装很好，发货也快第一次在京东商城茅台自营店买茅台酒，本来很担心买到假酒，不过如果买到假酒的话，也可以找京东1赔3索赔的?初步用手机查了一下，应该是真家伙，喝了之后再追评吧！点赞快递小哥！查马克出口咖啡店孔卡开始科考队应该是真品吧，存着吧。今年8月的。春节用，实惠刚收到，买了两瓶，没有给礼品袋，没给扫码器不知道真假，明天找专卖店鉴别鉴别国酒茅台真心不错。喜欢。喝不来真假，就那么个意思吧也不知道真假，相信京东直营店不会有假！！！！！1哈哈哈哈好评好评好评好评好评好评总体满意。拍两瓶不和实体店一样，没有包装袋（应该有）。酒真伪还没去实体店鉴定，待追评。最好的体验 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京东靠谱货物收到了，送货及时，很满意。但确实是包装太简单了，连个袋子都不给，让人怎么送人呀？这是以后的底哦可口可乐了了为什么酒被人打开过呢？换酒了吗？终于抢到，不容易呀，这是为什么呢？没想到能买到两瓶茅台，相信不是假货，先放着吧。送了验酒器，应该是正品okokokay拿个普通包装就包了 也不怕坏！请客用，希望是真的很好很不错，成奢侈品了包装挺好。看上去也不错应该是正品，中秋喝，缺少包装袋单瓶的.评自己经验看.应该是正品.也的相信京东零零落落零零落落零零落落零零落落还是自营的比较放心，吃口还行口感很好，一次干了一瓶，一点事没有。应该是正品，不知道如何鉴别，呵呵。【京东超市】茅台 飞天酒 53度 500ml*6瓶 整箱装（内含三个礼品袋）价格贵了是正品无疑正品，送货及时，现在的茅台真贵。好产品，好服务，持续支持。货真价实一直关注京东，物流很快，东西很好买来送人的，不好意思问啦。暂时好评吧。@@@@@@@@@@@@@东西不错！应该正品好好好好好好好好好好好好好好买来给老爸吃的，东西是正品不错！物流速度很快，包装很好。非常不错下次还会再来哦!!!很好茅台已经涨很多了，快买不起了买来公司接待用酒，行家一入口，就知道正品无疑！好评了。价格实惠。质量很满意终于买到正品保证的飞天茅台酒了。非常不错的购物体验，我很喜欢，哈哈哈哈哈哈好不容易才弄到 真的好么？在京东买抢的茅台，应该是真的，因为一直信赖京东。活动结束看哦哦日弟弟日日日是正品吧，没尝国酒茅台。酒口感确实好 喝了不上头 就是价格太贵了 便宜点就好了。但是便宜就木有好货。唉正宗京东有卖，希望早日回归理性消费，不限购的状态。111。。。。。。。。。。。。。。。。。老公给的零用钱每月平均在8千，便可以自称本宫！ 7千就是贵妃。 6千就是昭仪。5千就是贵人。 4千就是才人！ 3千就是常在！ 2千就是答应。 1千乃至500就是宫女，自己挣钱自己花的，就是哀家！ 现在知道自己啥位置了？各位娘娘，请对号入座吧！分文没有的，还跟他过啥！出宫吧！经济独立就是武则天了，可以自称为朕&hellip;&hellip;致奋斗路上的各位娘娘。提前\\x14\\x03预祝各位娘娘们三八女王节快乐！帮别人买的，还不错。真货，值得买送货速度快服务态度很好茅台涨得真快看着老公对茅台酒情有独钟，我也跟着关注起来。几次都没抢到，终于在昨天有幸入手，很满意！京东的配送速度绝对一流&hellip;&hellip;有验酒器，检验了，不过不知道怎么看黑点，看了几次没看到。还没喝，看着应该是正品。快递速度快，服务态度好。喝了再看！机会难得，好不容易抢到一瓶，留着收藏。国酒茅台，家宴必喝！味道极佳，中国制造真的，物流实在太快了，上午订单，下午到便宜，送货快东西收到，准备挑个好日子喝，就不知道真假。还行吧听说酒跟月饼跟配哦 嘻嘻  留着中秋跟家人朋友一起喝！已经多次购买了 相信京东品质  江苏老乡牛很好的酒老公买的，准备收藏用的，还不错哦！还可以。价格真的很便宜哦包装很严实盒子什么都看起来很高档这个价位还不错送给老公的礼物，特别喜欢很满意东西不错，一直信赖京东自营的东西。好 包装很好无破损帮别人买的。。。。。。。。。。。。。还不错质量很好价格实惠物流速度相信京东自营，才买的，不过，有点小贵呀价格比*猫旗舰店的贵，但送货快挺好的。留着慢慢享用。哈哈哈国酒，好好。价格便宜。质量也不错。还没喝有发票，京东自营应该是正品包装完好 相信京东品质质感不错挺舒服的物流也很快送人的，尽然没有袋子快递小哥很负责任，包装完好无损。非常好 物流速度快 是正品 就是没优惠国酒茅台   值得拥有是正品，支持京东，现在买东西只信京东，**假货太多了，吃过很多次亏。正品，还没喝，喝完再l来评價一侧的原厂封条破损了；这样让人担心非常不错。值得信赖，好好好。从各项防伪检测看是真品，就等最近喝着看看了。喝完再来追评。国酒茅台品质保证不错。价格挺实惠。也挺好看不小心秒到了，然后好心疼的付款了，谁让自己喜欢喝酒呢！呵呵进不去官网，查询不了真伪。送人的，还没喝，喝了以后再来评价～hhhhhh不错物流快，相信是正品，京东确实不错，下次还来！哎呀，买到了两瓶8月8号的，留着玩吧，先不喝了东西不错，以后还会考虑的。很好，很好，每年都从京东上买。。。。。。。。。。非常非常好！可惜限购，不过能够在京东买到，非常感激京东！我会长期支持京东的！！货到了，还不知道真假，第二次买了我信任京东还不错。可以接受！！优惠力度不够好，很好，就是没有送手提袋！！！！给老爸买的，相信京东的品质！正品，包装不错，价格市场价，挺不错的很好，物流很快，两天到手，打开无酒味，包装完好。应该是正品吧，相信京东。全五分。物有所值，喝完不口渴不上头，一直信赖京东。非非常好非非常好非非常好非非常好好好好好好好好好好好好这次不用抢，有点意外。物流快，酒还未喝，应该是正品吧。国酒茅台，品质保证，次高端都涨了，国酒良心放量看着是正品，我相信京东，保证正品！送人了  没喝  应该不错宝贝收到了，感觉是正品，后面喝了会追加评价的！京东物流速度杠杠的，京豆给的大方点啊。东西就不评价了，也不是给我的。好东西，值得拥有。京东配送及时，很放心。等了好久，终于有货了，相信京东，服务一流，货真价实无包装袋用App验证，真货！终于放心了！买两瓶，怎么没有袋子啊正品，非常好，就是年份是2017的，价格涨了不少，能再优惠点就更好了?还行应该是正品。还不错。发货确实很快酒味不错，入口甘甜，适合品尝。品质没得说，正品没得说。一如既往的快速。虽然价格相对高点，但用国酒茅台防伪溯源检验说是真的。已通过NFC追溯验证，是真品！太贵了，一天一个价，比两年前涨了近6百价格可以，送货换货都挺快的，方便正品 京东商城买东西放心相信京东，应该是正品，待喝时再补充意见很喜欢!也喜欢店家,很热情!贵重物品，因为临时没接到电话，快递员就将快递随便放到公共场所，京东发来的验证码根本没有用。本来是因为信任才在京东买，这种情况也不知道这酒是不是真的，有没有被调换&hellip;&hellip;很好，物流配送速度快，包装很好、看着是止品 ，比较满意。还不错，希望能带来帮助很喜欢，特别好，送货非常快，以后还会买，京东靠谱非常不错。值得购买！很不错的商品~~~很不错的商品~~~很不错的商品~~~很不错的商品~~~很不错的商品~~~好。。。。。。。。。。。。商品很给力。比较喜欢。很实用。效果很好。给力。继续支持你们...已经到货，共四瓶，真的假的我也不知道，挺开心的。正品，但是价格偏高，不合算国酒典范，宴请，送礼不二之选。Okkkook买了几次了，京东超市前面都真的，这次还没尝，就是小贵，希望能便宜点质量好，品牌东西，超赞呵呵还好还好还好还好还好还好还好还好哈哈哈哈哈哈哈红红火火送货快，品质有保障。好不容易抢到两瓶，用手机NFC验证，应该真品用贵州茅台的防伪溯源手机查证方法，检查结果，是真酒。瓶身背面二次粘贴上去的国酒茅台条形码6817493000，扫完的结果是德邦快递，买了两瓶都是这样，什么情况啊？？？求解释！！！这酒真的假的？？？？？真品，不上头哈哈哈哈哈哈哈好好好好好好年前买的，年后涨了好多国酒茅台最高品质，终于能抢到了，存下来放着。hrhdduhddhhd11111qqqqqqqqq国酒啊，终于抢购到了，相信京东是正品，还舍不得马上喝，因为喝了再难买到了，京东物流真快，不用24小时啊！好。。。。。。。。。。两瓶茅台，只用一个箱子装起来，没有泡沫什么的，也没有配一个袋子，细节做的不是很好。酒收到后没有问题，快递一如既往的快。国酒茅台，抢了好久终于有现货了，买回来先存着吧买这玩意估计没人自己喝吧，送人的不给袋子？瓶口有点湿不知道是不是漏了。很好 抢到了 真品茅台 比烟酒店便宜价钱便宜。质量好。特别划算。值得购买。国酒茅台，信赖京东。货收到了，发货速度很快，服务态度很好。正品，就是不好买到！不错，下次还来。。。。。。。。。。和上次一样好质量不错，还会再继续关注茅台酒的品质没得说的， 就是价格有得说了，小贵！送货快很好啊 值得购买速度快 应该是 真货！哈哈不错不错质量非常的好啊跟照片上的基本没有什么太大的出入挺好，是真的质量不错，应该是正品，包装完整，发货速度很快，京东的送货师傅很热情，一直很相信京东，非常满意！非常好，下次需要的时候还会再来。配送员态度特别好物流很快，正品！。。。。。。。。。品质非常好！京东自营品牌值得信赖！第一次买高档酒，希望不要失望质量不错，只是涨价了，不过货真价实且比其它电商便宜外包装太差，就是一个纸箱，里面连个气垫都没有，酒是七月份的新酒，只有选择相信京东了抢购的建议包装好一些包装太简单看着心疼好酒，幸亏买的及时，春节期间到现在，涨价了京东买了很多次酒了，很是放心质量非常好，与卖家描述的完全一样，非常满意，发货速度非常快，包装非常仔细。好评说实话，现在买茅台酒堪比买彩票，实在是太难买到了。京东自营比较放心，买到全凭运气53度飞天，如今变成紧俏商品，能抢到一瓶都很不容易，多亏9.9酒水节放了货。初步看上去不假，还没有验真，20170808生产，批号2017-011，编号Ao28979，这个编号与之前2月份喝的不同，前头多出两位英文字母。抢购，看着是真酒质量不错。与描述一致。服务态度也很好。度过速度也很快。包装很好很严实京东买的茅台不真，瓶子不对，颜色较暗，商标放大后不对，一直信任的京东让我无语喝恍恍惚惚哈哈哈可以的可以的可以的可以的很不错、vvvvvvvvvv快递送的太快了，还等了我10分钟，好评，质量应该没问题，NFC测过了近来茅台紧俏，在京东抢了几次没抢到。这次限购，终于入手。很好很好很好很好。。。挺好的 就是涨价涨的太厉害了还没喝，相信京东，希望是真的~再也不担心买到假货了?市场上买不来，京东来抢购。就是对的遗憾不能证件买。总之好评。cchhgjhhkjjj期待下次的一直喝这个，挺好很不错。很实惠。。。。这酒不是用来喝的，是用来送礼和收藏的非常好物流速度快喝起来不错第一次买，相信京东，应该是真的吧正品，送货快，经常购买了，购买了好几次了，非常实惠，价格也不高，很不错！还行吧。不知道质量咋样？怎么说呢一切尽在不言中吧这么好的东西只能自己体会快递很给力不错不错不错不错不错不错不错不错不错不错。。。。。。。。。。。。。习惯好评！！！第一次在京东购买飞天茅台，价格比实体店贵几*，现在市场上假的太多不放心，信赖京东，贵就贵点有价值！快递小哥服务很到位，非常好！很好不错买来送礼53度飞天茅台价格涨得太快了 先买来存放着不知春节会不会降还没开启。等开启后再评价吧&hellip;&hellip;信任京东一直那么好用，当天就到了，还送上楼了。京东的酒送货很快，而且快递师傅态度不错，很自豪，认为京东的东西放心，听了这些，有点小激动，京东不要辜负了大家对你的期待。还不错，应该是正品对得起这价格。总体来说还不错好喝不上头。送人用，上档次，保真，，，物流快，包装完好，相信是正品，京东确实不错，下次还来再买！到货极快，价格公道，以后还会在京东买不错，很好。比较实惠。一直光顾！！！！！！！！！！！！外观上不能确认是真品，只等喝了才知道。重量也基本够，不过送货速度是蛮快的！饥饿销售的飞天茅台，这次终于买到了，不错！好酒，当晚干了3瓶！包装完好，会继续购买速度很快 正品 味道不错 一直信赖京东商城包装完好，收藏起来茅台是正品，用手机防伪App检验过了，17年头出品!送货及时，保存也好酒真分开买了6瓶，也不给个箱子，也没有袋子，有点过分......一如既往的好，快信得过京东，多次购买了幸亏买早了，说着又要涨价了东西比较实惠，物流也给力。果断下手了&hellip;因为喜爱所以买了！相信京东&hellip;货真价实&hellip;包装很完整价格很优惠服务挺好的质量好，交期快，京东，值得购买。太太太难抢了，包装看起来很不错，就是没有袋子，打算送人的，这可怎么办东东很好哦！多次购买了，正品，就是价格最近越来越高了非常好，只是没有送出去，因为不许空运台湾，只能慢慢放着，放成陈年老酒吧。好得得得得得得送货挺快，但......朋友小聚、喝到第二杯就换酒了真的 能买到不错 就是不给袋子没喝，买来放，希望是正品好好好好好好好好好好好好好这么贵的酒赞了一年多的工资终于买了两瓶，喝了一瓶，真香，以前从来没喝过这么好喝的酒啊，第一次喝啊，激动的热泪盈眶啊。另一瓶已存，相信京东超市，应该是真的吧。哈哈。好评下速度很快，半天时间就是买了两瓶没有礼品拎袋不是很好外面已经炒到1480一支，京东买划算，送货快，京东超市信得过。为什么不给发票？没有手提袋，好容易抢到两瓶，17年7月的酒~不错，京东值得信赖，下次还会光顾。???涨价了不少。。。。。。。。。'"
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Exs3CyqoLQpuASuVOatpVrK165toGyXMjZ2feFLLyPJ7G2MhIsfujbnc9z2SK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\nEGse/ltg75Yffvdun+n63VfYkteGfH1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x128c77860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# wordlist_after_jieba = jieba.cut(word_str, cut_all = True) \n",
    "wl_space_split = word_str\n",
    "# wl_space_split = \" \".join(wordlist_after_jieba) \n",
    "#my_wordcloud = WordCloud().generate(wl_space_split)\n",
    "\n",
    "path='msyh.ttf'\n",
    "#path=unicode(path, 'utf8').encode('gb18030')\n",
    "    \n",
    "#读入背景图片\n",
    "abel_mask = np.array(PIL.Image.open(\"timg.jpeg\"))\n",
    "\n",
    "my_wordcloud = WordCloud(\n",
    "            font_path=path,\n",
    "            background_color='white',    # 设置背景颜色\n",
    "            mask = abel_mask,        # 设置背景图片\n",
    "            max_words = 200,            # 设置最大的字数\n",
    "            #width=1800,\n",
    "            #height=800,\n",
    "            #font_path = C:/Users/Windows/fonts/simkai.ttf',# 设置字体格式，如不设置显示不了中文\n",
    "            max_font_size = 100,            # 设置字体最大值\n",
    "            random_state = 30,            # 设置有多少种随机生成状态，即有多少种配色方案\n",
    "                scale=1.0\n",
    "                ).generate(wl_space_split)\n",
    "\n",
    "# 根据图片生成词云颜色\n",
    "#image_colors = PIL.ImageColorGenerator(abel_mask)\n",
    "\n",
    "my_wordcloud.to_file('output.png')\n",
    "    \n",
    "plt.imshow(my_wordcloud) \n",
    "plt.axis(\"off\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 764,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'productAttr\\nproductCommentSummary\\nhotCommentTagStatistics\\njwotestProduct\\nmaxPage\\nscore\\nsoType\\nimageListCount\\nvTagStatistics\\ncomments\\n'"
      ]
     },
     "execution_count": 764,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''productAttr\n",
    "productCommentSummary\n",
    "hotCommentTagStatistics\n",
    "jwotestProduct\n",
    "maxPage\n",
    "score\n",
    "soType\n",
    "imageListCount\n",
    "vTagStatistics\n",
    "comments\n",
    "'''\n",
    "# comments['productCommentSummary']\n",
    "# comments['productCommentSummary']['commentCount']\n",
    "# comments['productCommentSummary']['goodCount']\n",
    "# comments['productCommentSummary']['goodRate']\n",
    "# comments['productCommentSummary']['generalCount']\n",
    "# comments['productCommentSummary']['generalRate']\n",
    "# comments['productCommentSummary']['poorCount']\n",
    "# comments['productCommentSummary']['poorRate']\n",
    "# comments['productCommentSummary']['afterCount']\n",
    "# for comment in comments:\n",
    "#     afterDays      = comment['afterDays']\n",
    "#     content        = comment['content'] \n",
    "#     creationTime   = comment['creationTime'] \n",
    "#     days           = comment['days'] \n",
    "#     integral       = comment['integral'] \n",
    "#     isMobile       = comment['isMobile'] \n",
    "#     nickname       = comment['nickname'] \n",
    "#     plusAvailable  = comment['plusAvailable'] \n",
    "#     productColor   = comment['productColor'] \n",
    "#     referenceName  = comment['referenceName'] \n",
    "#     referenceTime  = comment['referenceTime'] \n",
    "#     referenceType  = comment['referenceType'] \n",
    "#     replyCount     = comment['replyCount'] \n",
    "#     score          = comment['score'] \n",
    "#     title          = comment['title'] \n",
    "#     usefulVoteCount= comment['usefulVoteCount'] \n",
    "#     uselessVoteCount= comment['uselessVoteCount'] \n",
    "#     userClient     = comment['userClient'] \n",
    "#     userClientShow = comment['userClientShow'] \n",
    "#     userLevelName  = comment['userLevelName'] \n",
    "#     userProvince   = comment['userProvince'] \n",
    "#     viewCount      = comment['viewCount'] "
   ]
  }
 ],
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